{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bayesian Regression - Inference Algorithms (Part 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In [Part I](bayesian_regression.ipynb), we looked at how to perform inference on a simple Bayesian linear regression model using SVI.  In this tutorial, we'll explore more expressive guides as well as exact inference techniques.  We'll use the same dataset as before."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import absolute_import, division, print_function\n",
    "\n",
    "from functools import partial\n",
    "import logging\n",
    "import math\n",
    "import os\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import torch\n",
    "from torch.distributions import constraints\n",
    "\n",
    "import pyro\n",
    "import pyro.distributions as dist\n",
    "import pyro.poutine as poutine\n",
    "from pyro.distributions.util import logsumexp\n",
    "from pyro.infer import EmpiricalMarginal, SVI, Trace_ELBO\n",
    "from pyro.infer.abstract_infer import TracePredictive\n",
    "from pyro.contrib.autoguide import AutoMultivariateNormal\n",
    "from pyro.infer.mcmc import MCMC, NUTS\n",
    "import pyro.optim as optim\n",
    "import pyro.poutine as poutine\n",
    "\n",
    "assert pyro.__version__.startswith('0.3.0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "logging.basicConfig(format='%(message)s', level=logging.INFO)\n",
    "# Enable validation checks\n",
    "pyro.enable_validation(True)\n",
    "smoke_test = ('CI' in os.environ)\n",
    "pyro.set_rng_seed(1)\n",
    "DATA_URL = \"https://d2fefpcigoriu7.cloudfront.net/datasets/rugged_data.csv\"\n",
    "rugged_data = pd.read_csv(DATA_URL, encoding=\"ISO-8859-1\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bayesian Linear Regression\n",
    "\n",
    "Our goal is once again to predict log GDP per capita of a nation as a function of two features from the dataset - whether the nation is in Africa, and its Terrain Ruggedness Index, but we will explore more expressive guides."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model + Guide\n",
    "\n",
    "We will write out the model again, similar to that in [Part I](bayesian_regression.ipynb), but explicitly without the use of `nn.Module`.  We will write out each term in the regression, using the same priors. `bA` and `bR` are regression coefficients corresponding to  `is_cont_africa` and `ruggedness`, `a` is the intercept, and `bAR` is the correlating factor between the two features.\n",
    "\n",
    "Writing down a guide will proceed in close analogy to the construction of our model, with the key difference that the guide parameters need to be trainable. To do this we register the guide parameters in the ParamStore using `pyro.param()`. Note the positive constraints on scale parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def model(is_cont_africa, ruggedness, log_gdp):\n",
    "    a = pyro.sample(\"a\", dist.Normal(8., 1000.))\n",
    "    b_a = pyro.sample(\"bA\", dist.Normal(0., 1.))\n",
    "    b_r = pyro.sample(\"bR\", dist.Normal(0., 1.))\n",
    "    b_ar = pyro.sample(\"bAR\", dist.Normal(0., 1.))\n",
    "    sigma = pyro.sample(\"sigma\", dist.Uniform(0., 10.))\n",
    "    mean = a + b_a * is_cont_africa + b_r * ruggedness + b_ar * is_cont_africa * ruggedness\n",
    "    with pyro.iarange(\"data\", len(ruggedness)):\n",
    "        pyro.sample(\"obs\", dist.Normal(mean, sigma), obs=log_gdp)\n",
    "        \n",
    "def guide(is_cont_africa, ruggedness, log_gdp):\n",
    "    a_loc = pyro.param('a_loc', torch.tensor(0.))\n",
    "    a_scale = pyro.param('a_scale', torch.tensor(1.),\n",
    "                         constraint=constraints.positive)\n",
    "    sigma_loc = pyro.param('sigma_loc', torch.tensor(1.),\n",
    "                             constraint=constraints.positive)\n",
    "    weights_loc = pyro.param('weights_loc', torch.randn(3))\n",
    "    weights_scale = pyro.param('weights_scale', torch.ones(3),\n",
    "                               constraint=constraints.positive)\n",
    "    a = pyro.sample(\"a\", dist.Normal(a_loc, a_scale))\n",
    "    b_a = pyro.sample(\"bA\", dist.Normal(weights_loc[0], weights_scale[0]))\n",
    "    b_r = pyro.sample(\"bR\", dist.Normal(weights_loc[1], weights_scale[1]))\n",
    "    b_ar = pyro.sample(\"bAR\", dist.Normal(weights_loc[2], weights_scale[2]))\n",
    "    sigma = pyro.sample(\"sigma\", dist.Normal(sigma_loc, torch.tensor(0.05)))\n",
    "    mean = a + b_a * is_cont_africa + b_r * ruggedness + b_ar * is_cont_africa * ruggedness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Utility function\n",
    "def summary(traces, sites):\n",
    "    marginal = EmpiricalMarginal(traces, sites)._get_samples_and_weights()[0].detach().cpu().numpy()\n",
    "    site_stats = {}\n",
    "    for i in range(marginal.shape[1]):\n",
    "        site_name = sites[i]\n",
    "        marginal_site = pd.DataFrame(marginal[:, i]).transpose()\n",
    "        describe = partial(pd.Series.describe, percentiles=[.05, 0.25, 0.5, 0.75, 0.95])\n",
    "        site_stats[site_name] = marginal_site.apply(describe, axis=1) \\\n",
    "            [[\"mean\", \"std\", \"5%\", \"25%\", \"50%\", \"75%\", \"95%\"]]\n",
    "    return site_stats\n",
    "\n",
    "# Prepare training data\n",
    "df = rugged_data[[\"cont_africa\", \"rugged\", \"rgdppc_2000\"]]\n",
    "df = df[np.isfinite(df.rgdppc_2000)]\n",
    "df[\"rgdppc_2000\"] = np.log(df[\"rgdppc_2000\"])\n",
    "train = torch.tensor(df.values, dtype=torch.float)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SVI\n",
    "\n",
    "As before, we will use SVI to perform inference."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Elbo loss: 5800.070857703686\n",
      "Elbo loss: 628.4037374258041\n",
      "Elbo loss: 580.5144180059433\n",
      "Elbo loss: 559.3133664131165\n",
      "Elbo loss: 475.76387599110603\n",
      "Elbo loss: 483.09800106287\n",
      "Elbo loss: 463.2627730369568\n",
      "Elbo loss: 431.5990067124367\n",
      "Elbo loss: 404.8111544251442\n",
      "Elbo loss: 371.7402448654175\n",
      "Elbo loss: 306.60169237852097\n",
      "Elbo loss: 286.20131355524063\n",
      "Elbo loss: 259.70689755678177\n",
      "Elbo loss: 250.59875017404556\n",
      "Elbo loss: 254.11627012491226\n",
      "Elbo loss: 252.16994631290436\n"
     ]
    }
   ],
   "source": [
    "svi = SVI(model, \n",
    "          guide, \n",
    "          optim.Adam({\"lr\": .005}), \n",
    "          loss=Trace_ELBO(), \n",
    "          num_samples=1000)\n",
    "is_cont_africa, ruggedness, log_gdp = train[:, 0], train[:, 1], train[:, 2]\n",
    "pyro.clear_param_store()\n",
    "num_iters = 8000 if not smoke_test else 2\n",
    "for i in range(num_iters):\n",
    "    elbo = svi.step(is_cont_africa, ruggedness, log_gdp)\n",
    "    if i % 500 == 0:\n",
    "        logging.info(\"Elbo loss: {}\".format(elbo))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "svi_diagnorm_posterior = svi.run(log_gdp, is_cont_africa, ruggedness)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us observe the posterior distribution over the different latent variables in the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Site: a\n",
      "       mean       std        5%       25%      50%       75%       95%\n",
      "0  9.201031  0.082693  9.069252  9.147532  9.19815  9.252062  9.341837 \n",
      "\n",
      "Site: bA\n",
      "       mean       std        5%       25%       50%      75%       95%\n",
      "0 -1.802036  0.134565 -2.021231 -1.898413 -1.807264 -1.71605 -1.575664 \n",
      "\n",
      "Site: bR\n",
      "       mean      std        5%       25%       50%       75%       95%\n",
      "0 -0.171068  0.04753 -0.251084 -0.204082 -0.170505 -0.138484 -0.093576 \n",
      "\n",
      "Site: bAR\n",
      "       mean       std        5%      25%       50%      75%       95%\n",
      "0  0.373914  0.082028  0.240475  0.31524  0.374232  0.43036  0.504412 \n",
      "\n",
      "Site: sigma\n",
      "       mean       std        5%       25%       50%       75%       95%\n",
      "0  0.952945  0.048892  0.876614  0.921292  0.952167  0.983158  1.036316 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "sites = [\"a\", \"bA\", \"bR\", \"bAR\", \"sigma\"]\n",
    "\n",
    "for site, values in summary(svi_diagnorm_posterior, sites).items():\n",
    "    print(\"Site: {}\".format(site))\n",
    "    print(values, \"\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## HMC\n",
    "\n",
    "In contrast to using variational inference which gives us an approximate posterior over our latent variables, we can also do exact inference using [Markov Chain Monte Carlo](http://docs.pyro.ai/en/dev/mcmc.html) (MCMC), a class of algorithms that in the limit, allow us to draw unbiased samples from the true posterior. The algorithm that we will be using is called the No-U Turn Sampler (NUTS) \\[1\\], which provides an efficient and automated way of running Hamiltonian Monte Carlo.  It is slightly slower than variational inference, but provides an exact estimate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5ee17036a2564e5088bd4fc619a8a3a1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Warmup', max=1200, style=ProgressStyle(description_width='ini…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "nuts_kernel = NUTS(model, adapt_step_size=True)\n",
    "\n",
    "hmc_posterior = MCMC(nuts_kernel, num_samples=1000, warmup_steps=200) \\\n",
    "    .run(is_cont_africa, ruggedness, log_gdp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Site: a\n",
      "       mean       std        5%       25%       50%       75%       95%\n",
      "0  9.187324  0.138029  8.953644  9.090484  9.191498  9.282197  9.415926 \n",
      "\n",
      "Site: bA\n",
      "       mean       std        5%       25%       50%       75%       95%\n",
      "0 -1.845455  0.227408 -2.243472 -1.985775 -1.846355 -1.694642 -1.451345 \n",
      "\n",
      "Site: bR\n",
      "       mean       std        5%       25%       50%      75%       95%\n",
      "0 -0.186864  0.076814 -0.310594 -0.238113 -0.186715 -0.13447 -0.060283 \n",
      "\n",
      "Site: bAR\n",
      "       mean       std        5%       25%       50%       75%       95%\n",
      "0  0.349127  0.132638  0.123123  0.258823  0.353356  0.437964  0.552352 \n",
      "\n",
      "Site: sigma\n",
      "       mean       std        5%       25%       50%       75%       95%\n",
      "0  0.953111  0.053052  0.870771  0.917283  0.949017  0.986648  1.049277 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "for site, values in summary(hmc_posterior, sites).items():\n",
    "    print(\"Site: {}\".format(site))\n",
    "    print(values, \"\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparing Posterior Distributions\n",
    "\n",
    "Let us compare the posterior distribution of the latent variables that we obtained from variational inference with those from Hamiltonian Monte Carlo. As can be seen below, for Variational Inference, the marginal distribution of the different regression coefficients is under-dispersed w.r.t. the true posterior (from HMC). This is an artifact of the *KL(q||p)* loss (the KL divergence of the true posterior from the approximate posterior) that is minimized by Variational Inference.\n",
    "\n",
    "This can be better seen when we plot different cross sections from the joint posterior distribution overlaid with the approximate posterior from variational inference. Note that since our variational family has diagonal covariance, we cannot model any correlation between the latents and the resulting approximation is overconfident (under-dispersed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x11e871d68>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "svi_diagnorm_empirical = EmpiricalMarginal(svi_diagnorm_posterior, sites=sites) \\\n",
    "                         ._get_samples_and_weights()[0] \\\n",
    "                         .detach().cpu().numpy()\n",
    "hmc_empirical = EmpiricalMarginal(hmc_posterior, sites=sites)._get_samples_and_weights()[0].numpy()\n",
    "fig, axs = plt.subplots(nrows=2, ncols=2, figsize=(12, 10))\n",
    "fig.suptitle(\"Marginal Posterior density - Regression Coefficients\", fontsize=16)\n",
    "for i, ax in enumerate(axs.reshape(-1)):\n",
    "    sns.distplot(svi_diagnorm_empirical[:, i], ax=ax, label=\"SVI (DiagNormal)\")\n",
    "    sns.distplot(hmc_empirical[:, i], ax=ax, label=\"HMC\")\n",
    "    ax.set_title(sites[i])\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "fig.legend(handles, labels, loc='upper right')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x122a38e10>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ggw/2PPnkk/eO77jttttyLrnkkr4DBgwYPmDAgIqBAwdWxMfH79dkc/PNN+955JFH9n6GPfjgg5lXXnll38GDB6dFRER4Xnzxxa3NfW583XHHHZkTJkwYlpCQ4B43blxJSUnJfhfUKisrTXp6etikSZNK/SlTQUWk47xb5/chOIN37/JdaK39yhizDZiME1SWAPHGmJnALOCr2hMGr404V8WfNk7f+gXW2n0+PH1OXmv34fZnO5yrvHOAwjplfIJzkh0DuHGuOj/kE1IOxCScweiv1Vk+E+fK/JHA/3yWf1hnvR+BMKA7TitOQ/uoLbPuPv6I89w3dnW7JebU+f1H7/feQCbOFfkg4NU6z/VioBinzk0FlaMB36t7OcD/WWtrt5sEfOsbLqy1NcaY14EZ3tczF2eA9V+NMd1xgvRGP4/xNJwuTG/XOYbaYD0J8A0q7/lxgt3c18qfMv1Rm5gaK2sJcJtx0tU8YFUz9/2tb0hpQg3wTp1ls3Ba81Jou3Fek4APfD9zvGFnNk549lVWG1K861V6g3bvNqqbSJs49thjy5YtW7auoceTk5Pdbrd7v1bIjIyMH+tb/8Ybb9xz+eWX973lllv2ANTU1CxtqOyzzjqr+KyzzioGOOmkk0rT09NX1T72xBNPZAJERkZ6/vvf/26NjIy0q1evDjvllFMGDxo0qKpuHSIiImx2dvbez8fu3bvXzJ07d7+JOh555JFM39+nTZuWi/O/YL/j8n1s+vTpOdOnT99vTKFveW+88Ubs2WefnR8S4lcPNHX9EmkFuUA5zhXr5qg7i1FCA8vBOcFOALDWLsDpYpOKE3ZyvP3FR3kfL8TpQpIJ/AvYboxZZYy5EPZeoa32/TLG9G1qO69uOF09qut8PeR9vCvOVeEgWu9EKQHIs9ZW1Vme5fO4r7r9g2snKWhsDvmGnvuG9tEamqpnN+/3Tez/fEfjPNdNWQEcDhyG837pbq192ufxBBp+vxkg3nuifTLwPU63rQ3GGbt0vR/77waEAqV16l87C0zdY/BnZq/mvlatNVtY7Q3XGivvUpxWxdtxwlKGMWaGqTNFdSOaU9d8a23dLia1V2BT6q7cihp7z8TXWZZfz3qVNP63KNLp9enTp/raa6/dUztw/UAVFxcHTZgwYeiQIUPSzj///AGPPvrottoxJIHG7Xabu+++e7/WooaoRUXkAFlr3caY+cDJpnmzd9X9EKk9ca3vRkg9gL1XXKy1b+NcpY7CmQb3QZyuH72stR5vd5oLvVexD8MZD/Gmtw/5BpyTV1+Z3nIb3M5auwonlH3p3V99MnG6FnlovZOlPCDBGBNaJ6z08Hm8NfZRW6bv1aXW3Edz1V69OoX6T/hy61lWV4m19vtGHs+j4febrd2vtXYLMMXbUlA7nuVfxph0a+1HjZSfizMm5NgGHs+s87s//1ib+1q11j/rM73fv2poBWttNs54j197uxxejTPeJAdnivKmNKeu8caYkDphpbbveYb3ewVAPX87/oTchjT2nqnvfSoi9bjuuuta7e8lPj7es2rVqtaccr7NXHvttc06brWoiLSOv+L88/9bfQ8aZ6asUU2UsR7niuhlvguNMUfhtNbMr7uBtbbEWvsB8DRO3/mudR53e/uc343z9z7MWltlrf2+zldVU9t5H/oYZ+aj1fWU8b21ttLb3esr4GfGmP0G9PmoxBnb05QF3jpcXGf5lTjdir7xo4ymLPR+v6zO8iu93+e3oMzawOrPMdbnM5zA17uB5/qA+hJ7LQAm+o6D8I6VuhRYZq3d5/4Z1rEcZ2wLwAjv94aO9WOcq+exDRxD3aDij7Z4rRpljBmEMyHAMn/Lt9aut9b+HufkvannqSVcOBNF+LoMZyxNbVCp7UNfu3+MMwPeUXW2a069FgBnGJ8bYHp/Pps2eO5F5NCmFhWRVmCtXWiMuQV4xBiThjMAfTtOV4gTgetwZqFqcJyDd2zADJwxIjNx+tyn4Axq3gj8B8AYcz/OldMvcK5I98KZrWe5tTbHGHMWzgxH7+HMKtbF+3gxjZzU+7ndDOA7YKEx5kmcAbTxOCdC/a2113rX+x3OCc03xpiHcbqB9QfG+Ax0XwMc691vFs7A+vR6qvYRTvD5t3fA+WqcAfbXAQ/UGUjfItbaVd5xGfd6W5MW4Yx9uRt43Vpbbz/jJtQOUL7VGPMRUNNE60bdOm02xjwIPOm9Or8A5wp5Kk5XrOd8+/+30KM4Mzd9Zoy5B+fGfjfgzJJ1Juyd5elxnBmmNuGcIF+DMxapdoKE2mP9tTHmJZzuXSuttfO9z+vbxrmX0Hc44asvzms43e57A8UmtdFr5au/MWYiznEm4Yx5+QWwB7ikoTEn3hnV5uLMZrYO5zk4F+fvo3ZMzgac5+1a74QClcB6a21xC+pZDPzNO9nBRpwB6icBvpNGfAQUAs96X98wnG5pJXXKak69/ogz09rn3venxZlxLRJnQg0RkVajoCLSSqy1jxljvsOZjvfvOLOBFeP07f8V+w74bqiMZ4wxZTizPb2Pc0IxB2cmrtoZMhbjBIhHcfqLZ+OcCN3tfXwjzpiZu3FaWYpxBvmebJ2bKTakye2stduNMYfhzP71F5wTuVxgFT5Tw1prlxhjjsY5cfkHzgnSNn663wY43cqexZmBKsK7/TX1PCceY8yZ3v1Nx2k1Sse5qv9YI8fTXNfgDBq/FufqeSZOF7f7WljeBzhjfW7ACXiGnwZk+8Va+3tjzFq83YlwTgp3AJ/jvF4HxDqzix2Dc5xP4bxOy4Ez7U83tMzCCd234ITiCpyB/2dZa5d6y1lhnHvHTAV+idMC1g/ndfoZcBPO83oXzklwOs4EDH73U67jGlr3tfJ1p/erGqc1ZDXO6/d8E4GiAmdK31/itIB6cFpJr7TWvg9grc01xtyI8z5egBOGjqdlLRFFOC0ojwMjcZ7Lm621vn+HBd4LAY/i/J3txPmbPAmny2jten7Xy1q70jj3WPkzzt+swbkh5WRr7YoWHIeISINM60yGIiIiIiLS+lasWJE+evToA249l8C3YsWKxNGjR/et/V1jVEREREREGhEZGTnW9/cnnnii65QpU3oD3HLLLT2NMeNXrVq19yaO999/fzdjzPiFCxdGAhQWFgZdccUVfVJTU0cMHz582IQJE4bMmzevS/sexcFHXb9ERERE5KAx5v5PRxeUVbfaOWxcZIh7+YxTDqjr4qBBg8pffvnlhL/97W+7AN57772EgQMHVtQ+fuWVV/bt06dPZXp6+iqXy8W6detCly9f3hoTa3RqalERERERkYNGa4aU1irvjDPOKJgzZ04cwOrVq8Oio6Pd8fHx7trfly1b1uXxxx/PcLmcm7UPHTq06rLLLis80P12dmpRERERERFpRGVlZdDQoUPTan8vLCx0nXzyyXuDRkxMTE3Pnj2rlixZEv7222/HXXTRRfmvvPJKIsDy5cvD09LSyoKDddrdXGpRERERERFpRFhYmGfdunVrar/uvPPO/e4Ddckll+S98sorCR9++GH8lVdeqRugtgIFFRERERGRA3TppZcWvv32211TUlKqEhISPLXLx4wZU7F27dpIt9vdkdU7KCmoiIiIiIgcoOjoaM+999678+67797lu3z48OGVo0aNKr3lllt6ejxOflm/fn3orFmzYjukogcRBRURERERkVYwderU/GOOOaas7vKZM2emZ2dnh/Tp02fEoEGDhl911VX9kpOTqzuijgcT3fBRRERERAJW3Rs+BuL0xNI66t7wUdMPiIiIiMhBQ6Hi0KGuXyIiIiIiEnAUVEREREREJOAoqIiIiIhIIPN4PB7T0ZWQtuV9jT2+yxRURERERCSQrcrJyYlVWOm8PB6PycnJiQVW+S7XYHoRERERCVhut/u6rKys57Kyskagi+ydlQdY5Xa7r/NdqOmJRUREREQk4CiVioiIiIhIwFFQERERERGRgKOgIiIiIiIiAUdBRUREREREAo6CioiIiIiIBBwFFRERERERCTgKKiIiIiIiEnAUVEREREREJOAoqIiIiIiISMBRUBERERERkYDToUHFGHOaMWa9MWaTMeaOeh6fZIz5wRjjNsZc1BF1FBGRn/jxud3bGPOFMWaZMWalMeaMjqiniIgc/DosqBhjXMA/gdOBNOByY0xandW2A9cAr7Vv7UREpC4/P7f/ALxprR0LXAb8q31rKSIinUVHtqhMADZZa7dYa6uAWcC5vitYa9OttSsBT0dUUERE9tHk5zZggRjvz7FAZjvWT0REOpGODCopwA6f33d6l4mISGDy53P7XuBnxpidwBzgpvapmoiIdDbBHV2B1mCMmQpMBYiM7DJ+wOAhHVwjEZGW+XH5D3ustUkdXY8DcDnworX2YWPMkcArxpgR1tp9Wsbrfm73H6TPbRE5+KxacdB/Zge0jgwqGUCqz++9vMuazVr7DPAMwKix4+0H8xYdeO1ERDpAn4TwbR1dh0b487n9C+A0AGvtN8aYcCARyPZdyfdze+SY8Xb2vK/bqs4iIm2mf9eIQP7MPuh1ZNevJcAgY0w/Y0wozqDL2R1YHxERaZw/n9vbgRMBjDHDgHAgp11rKSIinUKHBRVrrRu4EfgEWIszS8xqY8z9xphzAIwxh3v7OV8MPG2MWd1R9RUROdT587kN3Ar80hizAngduMZaazumxiIicjDr0DEq1to5OIMtfZfN8Pl5CU7XAhERCQB+fG6vAY5u73qJiEjnozvTi4iIiIhIwFFQERERERGRgKOgIiIiIiIiAUdBRUREREREAo6CioiIiIiIBBwFFRERERERCTgKKiIiIiIiEnAUVEREREREJOAoqIiIiIiISMBRUBERERERkYCjoCIiIiIiIgFHQUVERERERAKOgoqIiIiIiAQcBRUREREREQk4CioiIiIiIhJwFFRERERERCTgKKiIiIiIiEjAUVAREREREZGAo6AiIiIiIiIBR0FFREREREQCjoKKiIiIiIgEHAUVEREREREJOAoqIiIiIiIScBRUREREREQk4CioiIiIiIhIwFFQERERERGRgKOgIiIiIiIiAUdBRUREREREAo6CioiIiIiIBBwFFRERERERCTgKKiIiIiIiEnAUVEREREREJOAoqIiIiIiISMBRUBERERERkYCjoCIiIiIiIgFHQUVERERERAKOgoqIiIiIiAQcBRUREREREQk4CioiIiIiIhJwFFRERERERCTgKKiIiIiIiEjAUVAREREREZGAo6AiIiIiIiIBR0FFREREREQCjoKKiIiIiIgEnA4NKsaY04wx640xm4wxd9TzeJgx5g3v44uNMX3bv5YiIiIiItLeOiyoGGNcwD+B04E04HJjTFqd1X4B5FtrBwKPAg+2by1FRERERKQjdGSLygRgk7V2i7W2CpgFnFtnnXOBl7w/vw2caIwx7VhHERERERHpAB0ZVFKAHT6/7/Quq3cda60bKAS6tkvtRERERESkw3SKwfTGmKnGmO+NMd/n7cnp6OqIiIiIiMgBCu7AfWcAqT6/9/Iuq2+dncaYYCAWyK1bkLX2GeAZgFFjx9s2qa2In3JLq/xar2uX0DauiYiIiMjBqyODyhJgkDGmH04guQy4os46s4GrgW+Ai4B51loFEQlI/gaUhtZXcBERERH5SYcFFWut2xhzI/AJ4AL+Y61dbYy5H/jeWjsbeB54xRizCcjDCTMiAae5IaWpMhRaRERE5FDXkS0qWGvnAHPqLJvh83MFcHF710ukOVojpDRWpkKLiIiIHIo6NKiISNMUWkRERORQpKAicgDaojXF3/0ptIjIgcouqmxynW4xYe1QExGR/SmoiBykNBhfRFrKn4DS2LoKLyLSHhRURDoJtbaISFOaE1AOpBwFGRFpDQoqIi3U3t2+mkOtLSJSq7XCSWvuU0FGRPyhoCJyCFBwETn0dERA8Vfduim4iEh9gjq6AiLS/nJLq/Z+ifjLGHOaMWa9MWaTMeaOBta5xBizxhiz2hjzWnvXUZwQEMghpT61dT7Y6i0ibUstKiIt0JlO8NXaIv4wxriAfwInAzuBJcaY2dbaNT7rDALuBI621uYbY7p1TG0PPZ3pBL/2WNTKIiIKKiKyj9rJ7XXHAAAgAElEQVTgosAidUwANllrtwAYY2YB5wJrfNb5JfBPa20+gLU2u91reQjpTOGkPr7Hp9AicmhS1y+RZupMrSmNUfcwqSMF2OHz+07vMl+DgcHGmK+NMd8aY05rqDBjzFRjzPfGmO/zcnPaoLqd16HYRepQPGYRUYuKiPhBUx+Ln4KBQcBxQC9goTFmpLW2oO6K1tpngGcARo4Zb9uzkgcrnairlUXkUKOgItIMal1QaDmEZQCpPr/38i7ztRNYbK2tBrYaYzbgBJcl7VPFzkkBpX4KLSKdn7p+iUiLqXvYIWUJMMgY088YEwpcBsyus857OK0pGGMScbqCbWnPSnY2Cin+0axhIp2TWlRE/KST8cbV9/yoxaXzsNa6jTE3Ap8ALuA/1trVxpj7ge+ttbO9j51ijFkD1AC3WWtzO67WBy+dcLdcQ8+dWl1EDj4KKiJ+aMuQklvi3wlJ16iD759sU8+bgszBxVo7B5hTZ9kMn58tcIv3S1pIIaVtKMCIHHwUVESa0BYhxd9w0tg2B2NwqetAnluFHOmMFFLaX33PucKLSGBQUBFpRGuHlJYEFH/K6gyhpbl0o0rpbAItpOwuKm/W+t1jItqoJu1PA/VFAoOCikg9AjmgNFX+oRhaQLORycGtI0NKcwNJS8o5mENM7WujwCLS/hRURHwcbAGlqX0qtCi0SOBr75DSWsGktfZ5sIQYBRaR9qegIuLVGUJKQ3U4VAML/PS6KrBIIGqvkNIR4cRfDdUtUAOMAotI+1FQkUNaoAyUb2tqZVFgkcDT1iElkMOJPwI9wGQXVSqsiLQxBRU5JLXVdMOBGFLqOtRbWRRYJBC0ZUg52ANKUwIpwCisiLQtBRU5ZATCvVACyaHeypJbWqWwIh2irUJKZw8oTanv+NsjvKgrmEjbUVCRTq+t7yh/MIaUug7VVha1rkh7a4uQcqgHlMbUfW7qCy417mq++3w2a5d8CUBwSCj90sYy7LBjSExO9Xtfal0RaX0KKtIptXU4gc4RUOo6VFtZ1LoiByuFlOap+3ztWDqPj1/9F3m7M+ianEpYeATlpcUs/+pT3n3mQZL7DmbQqMPpO2w0qQPTSOiegjGmwfIVVkRal4KKdCoKKK3nUAstCivS1lqzNUUB5cDUuN3Mm/kYP3z2Dj36D+O6e+5g2Phj9oaQnMztrFmykFXffsGij99m4exXAQiL6EJC957Edu1GeGQUoeERuFzBGGMIcrlwBYcQGhZOj25JxCYkkpzal+Te/QkN6/yfoSJtQUFFOoXOFFDy6jmWhA4+gT5UuoapK5i0lYMxpLRWnQOthaGitIj3Hr+Lbau/5/AzLue4y24gyBVMdnHF3q5hST17M/ncnzH53J/hrq5iV/pGdm5ey65tmynI2UVBbja5WTupqijHU1ODtR5qamrw1LipqqzAejx792eCgkjtN4hBI8YyYNgoBgwbSXLv/gQFBXXUUyBy0FBQkYNeoI9BsdZSnJdDTkY6BTlZeGrcWGuJikvAFdONuO6phISFN1pGfeEF2j/AHCqtLGpdkUDV1iGlLcbQtGaZBxp6dqev593Hfk9xXjZnTP0DIyefue/j3ufXdyxLcEgoqYOGkzpouF/78Hg8lBUXUpSXQ0XuTnZu3cimNSv4+rP/8fn7swAIj4gktf9gUgcMITm1Lz169SGxewoJ3XoQGRXdaPcykUOJgooc1AJ1mmFrLTs2/MiqRZ+x+tt5FOVmN7iuKySUXkPH0n/M0Qw98hTCu0T7vR/fANORoQU6X3BRWJHW0lon6m0VUtrrppOtobG6NhZirLWs+nIOn/znb0RGx3HF3U+RMmhEg+vXF1j8FRQURFRsPFGx8XQbPRI4HXACTNaOdDavXcnW9avZvnkdi7/4mNLiwn22Dw0LJyY+gejYBKJi44iOiSMqNp7omFhiE5KIT+pGcmpfuqf0UaCRTs9Yazu6Dq1q1Njx9oN5izq6GtLGAjWgAGRuWcdHLz5K+pofCA4JZeCYIxk4agJhianEJvXEFRwMxlBakEthdga7Nq9m6/Kvyc/aQUh4BCMmnc24Uy8lJrHHAdWjo7uLdYbg0hFBpU9C+FJr7WHtvuMONHLMeDt73tcdXY020xpBoC1CysEUUFqiNrjs2bmVz195jPRV39F72DjOnfYnImPi/S7nQKc4bipAlRQWkLUzndzsLPJysijI20NRfi5F+XmUFBXs/SorKd5n26iYWIaMOoxTL7yKYWMnKLR0kP5dIw65z+z2pKAiB53WDimtNfbE4/Ew742nWfjui0RGxXLcRb+gz4RTCIvo4tf22ds2sPSj19nw3eeYIBdjT76Yw8+6qlktLA1RaGm59g4rCiqdS6C2pnT2kAJQVpjL8g9fZMNXHxIaEcmxF01l7EnnE+RqfmeStgwr/nJXV1GYn0d+ThY7tm5k85qVLPtmPoV5exiYNppf3HY/qf0HH/B+pHkUVNqWgoocVFozpLTm4PiqygrefPT3rP/+S8YefxYTL76xxQGjOC+bRe88w5qvPyYiKpbjrryZIRNPbpWrZR0dWGodbMGlPcOKgkrnEmitKZ09oJQV5pKx5jvSf1hA5trvsdYydNK5jDlzCuFRcQcUGAIhrNRVVVnBwo/e5d2X/kVVZQV/evYduqf0bvX9SMMUVNqWgoocNForpLT27F2V5WXMfOC3pK9dxnFX3syYky5qlVCRvW0Dn7/4EFlb1tBv9JGceM3tRCd0a4UaOxRamqe9woqCSuehkNK2rLWU5GaRs3UN2VtWsXvTSvJ2bgagS0J3+o07jsHHnk1st177bdtRgaWtZkDL2ZXBXdddQI9efZjx5EyCQwLj8/1QoKDSthRU5KDQGiGltQNKXmkV1ZXlvPvw78jcsJLTfjWDoUee3Kr78HhqWD73Hb5+62lcISGcfO0dDDrsuFbdhwKLfxRU2o6CSsNaK6gc7CHFXVVJfsZmcnduIj9jCwW7tpGfsZnK0iIAgsPCSeqbRs+h4+mZdjhdew3E+DH9b0PBoaqsmJI9u6iuKKXGXU2Qy0VoRDTh0XFExCbSI86/Lr3N3e+BWLLwUx6/+2Yu+sU0zptyfauXL/VTUGlbmvVLOj3fgOKuriJr20YqSoqpKC8lPDKK2MTuxHfr6dcVKN9Ztqory3n/0dvJ3LCS0//vHoZMPKnV6x4U5GLcKZfQb9SRfPTv+/jgH3cx5qQLmXT5TbiCQ1plHx05c5ivQJ/6WLOAibSN+sKYu7KM3M0ryd20nPxtayjK3Lz33iQh4ZHE9ehDnzHH0rXPEBJ7DyGh14AWjT3JLqrEWktw4TYyflxE9qYV7Nmymqqyoga3cYWGEdMtlZSBI0geOIKUIWNJ7DXAr2Dku99uMWHUuKvBGIKCXAfcEn/4pFMYefjRLJjzX8696v80uF46BQUVCXgH0pqSW1JJjdvNioVzWPXN56SvXkp11f5XFl3BIaQOHkG/4YcxcMxEeg0cTpDL1eD9S3Iz05nzr3vI3bmFU6f+oU1Ciq/4Hqlc+oen+PKNf7Hs0zfZnb6Bs2/6M13iurbqfmqPt6NbWQ6VG0yKNKaztaY0dTzlBTnsXr2I3au/IS99NbbGTVBIGHGpg+k/+WJiew0ipudAIuK77XMSXgPklFbTPaZ5pzTFWVvZtWwuWcvmUZabAUBcygD6HHYCsd370KVrD0IjowkKDsHWuKksK6a8MJfi7J0UZqWz8fv5rJr/HgAR0fGkDBlDjwHD6dZnCF3ik4iIjqOmuoqq8lKK9uwiP2s7+bu2kZ+1naI9uygvyqe68qfnJCYhia49+5AyYBgjjjqFfsPHE+RyNeuYJp5wBs8+eBdb1q1iwLCRzdpWJBCp65cEtJaGlNySSjweD8u++B/z3/kPBdmZdE3uzaAxR9J3+Dii4roSFh5JRVkxBTlZZKVvYOvqpexK34D1eIiIjqPPiAn0HnE4KYNGERkTjyskjMyNK9m0dCE/zn+fkNBwTr/+XvqOPKKVj7px6xfP5dPnHiA8KoZzbv4r3fsOadP9dXRogcAJLO3RoqKuX52Dun35V/+a6kp2rVjIzqVzyduyEoAuSal0TzuCpCGHEddnGK7g5v/dNTSOpLIol8wfPiPz+08o3rUZTBBdB46jx5gT6D7iGEKbMeDeWktJTgYVO9ewfc0SMjesIH/Xtka3iYztSnxyb2KTUoiMSSC8SwyRYUHUuKsp2rObPZnb2LFxFe6qSmITe3DalN8w7sRz/b6LfUlRAdefcxQXXnuTun+1E3X9alsKKhKwDiSklBYV8N8n72PDD1/Ra9AIjr/4OgaNParBpvDaloSK0iK2/fgdW5Z/xbZVSygvLthvXVdIKAPHT2byFdPoEpvQ7PpZaynevZ2qihIAwiJjiErq1axm+pztG3n/semUFxdy+q9mMPCwyc2uR0t0dGgJhMDS1mFFQaVzCJSg0t4hxd86V1eUsm3R/0j/+n2qSgqITEyh17gT6THqWKKS9h/83lLdYyJwV5SSs/ZbMpd+wp71S7CeGmJ7p9Fz/Mn0GH08YdH7f443dwxJbTCqLCsmd+cWSgtzKS8uIDgkjNCISKITuhPXozdhkVH1bu+7v8ryUtZ+t4CF777AjvUr6TVoOJf97iG69x7gV13uuOYc4pO6M/2hZ5t1DNIyCiptS0FFAlZLgkpuSSXb169k1t+nU1ZcyGlX/4YjTru4yYBSH+vxsGfnFnanr6OipIiqilK69R5M7xGHExoe2ey67d7wAxsW/pfd63+gsiR/n8fCouLpNnAU/Y86i5ThR/nV17m0IJfZT9xB1pa1HHPx9Rx2xhXt2ie5I0NLRwYWBZXWp6BSv4MpqPhbV09NDTu++4iNn71CVWkRSYMPo/9xF5HQf1SrfX7ZGjdluzZRsu1HijZ/T+m2VViPm/DYJJLHn0LKYacR1b1Pk+W0NKy0VN39eTwels//gP89+1eCgoK46bG3iEtKbrKcFx6+l6/nfsAzHyxudtcxaT4FlbalMSoSkFoaUjYt/5bXHrqN6PhEfvX7x0juV3+3qMYCSi0TFERS74Ek9R7Y7Lr42pO+mhXv/Zus9d8THh1Pz+FH0G3QWCJiuoIxlOVns2fLj+xa+x07li8gultvRpw2hX5HnN5oYOkS15WL73iST577M1+9+S/yd23jhKt/127TUnbkIHyNYREJDM0JU4UZm1j55sMUZ6WT0H8kQ8+8jrheLb9BobWW6qIcKnK2U7FnOxU52ynP2kx5djrW7Xw+hSf1Jmni+cQOPoIuvYfTI7bh2bpqKkopy1hLeeZ6qop2k16cS1iwISg4lNDoBKKSBxDTaxhRKYPrDVW7i8oPKKzUDrCvFRQUxLgTzqFn/6H889bLeX7GVH7999cJ71J/q0ytwaPG8/nsN9ixdSN9Bg5tcX1EAoGCigScloaU1d/O463H7iIxpR/X3P0PouoZaO5PQGktNdWVrPzgOdZ+9hphUbGMv+hmBk06H1fI/ifXg449D0+Nm+0/zGPtZ6/xzct/YsOCdzjskltI7D9in3XzSve9QjrxqjsJT+jJyo9eISdzG5Ovu4fIWOfYE7q0z4l8R4WWjggsmv1LxOFvSLEeD5vnv8nGz2YS2iWWcVf9ge7DG+6K2xBPdQXFW5ZTsn0VZRnrKMvajKeybO/jrvAoInoMIPGws+iSmkZU7xGERMXXW+faQFGRk07hmgUUrf+Ksoy14O1l4gqPJji6K5VBLkxNFZVFOXiqKgAIjUkkafix9JxwFrF9920Jao2wAvu2rvToO5ir7nqC52dMZfbTf+aSWx5otIwhI8cBsG75EgUVOeip65cElJaGlPXff8lrD91GyoA0rvr9Y0RExey3XmuElLohAeoPA3k7NrDoxfsozNzCgKPPYfyF0wiJ8G/efevxkL7kU5a9+0/Ki3JJO/ln9DrhqiYHlKYvnc/Xr/yNkPBIJl93D90H7j/jS3sFF2dfHXMy3x6hpS2Dirp+dR4H2u0qkLt++Vu3qtJCls96iD0blpI8ejIjzvs1IZHRfu/HemooXP8teSs+pWjzD1h3FSYomIjkgUQmDyK8Wx/Ck3oTntib4C5xfoUfT1kh5evm4V43l/LM9QBEpqQRPfhIuqQOJzIlDVfEvnVMigqhPDeDgq0r2LPmK/asXURNZRlRyQPpPfkykg87gyCfz+gD7QYG+3cFm/30X/h69kxue/YjEns23nXttqvOoGtSD+545D8HXA9pnLp+tS0FFQkYBzIm5cX7bqBban+uuedfhNczWLG5IaW+QOKPGncVmz97mS1fvE5IlxiOmvIHUkYc1aKysnPzWTv7SXZ+N4fo5P6MvvJuonv0a3Sb/IwtfPHMPZTk7mL0GVMYeeqVDfZRbq/Q0hGBpa3DioJK61JQqV+gzvrlb70KMzax9KX7qSrJJ+3c60mdcLrfrSi7C8ooW/UZRYvfwFOSS1BUVyIGHkXyyKPp0nv4PqHAH9ZaqnasoHzlh1Rs+BI8boK7DyIi7SRSx59KSEySX+XUhgd3ZRlZP3zCji/foiRzA2GxSfQ6+iJSJp5LWEwi0PphpSgvmwd+fhLjjj+bi3/z50a3e+OZR/lw1vM8/uY84hO7HXA9pGEKKm1LQUUCRnODSm5JJTkZ6Tx713VERMXwyz8/R1Q9s3D5G1JaGk7AaQXZvfor1n/4DGV7dpJy2KkMPefXhEbu27LTVDiorw7Zaxbx41sPUVNRzvCLbiFl/CmNllFVXsriWY+zZclcEvsO4+irbiMuuW+D67dHYGnvsKKgcnBRUGlYoLWq+FufrFVfs2LWQ4RERjNuyt2NjkWpW7/KnaspnP8M1TlbCe05jKjDzie83+GYoIYHhjc08L2mKJvytZ9TvuoTavJ3YsK6EDH8VCJGnkZIUv+96zUnVPjuy1pL3obFpH/+MnkbvsMEuUgaMYluo44ncdjR9EruUW8Z1eWllBVkU1mcR3hsIl0SknE1ML7Qd39vPvp7Vn75Mfe8voiQsPAG67g7Yzu3XXUGp1xwJT+78U6/j02aT0GlbSmoSEBoSWvKjl3ZPH3nz6ksK2HqX/5DQo99p7RsKKBUlhRSkptJad5urMdNucdFcEQUEfE9CI/p2ug/w7rK8naR+cNnZHz/CWV7MuiSlMqw86aRNOTwRrdzlxZQXZJHTWUpJiiY8MTeuMIb7hpWUZTLipn3k7dlBb0mnEHa+TfXO9bF19bvv+DbWY9RXVHKoKPOZMyZVxPRxHTKbRlaOlNYUVBpXZ01qEDna1Vpqj7WWrYseIv1H71AXOoQxk2ZQXjM/p879dXH1lRTuPAFSpd/gCs6idhJPyd80NHNHsuSGFJBxbr5lK9fQPXOHwFLSMpwIkeeSfiQSZiQ+k/wE20BlZu+oir9e9z5O6kpzARPDcYVQlBUIsHdhxDSM43wwZNJTu273/al2dvI+OZddi39iKqiXDCGiISeRCb1JjIikpqaaiqL8yjJ2UllSZ2p740hZeQkxl8+nZh6ZiSrDSsbfviaZ++6lqvueoJRx5za6PPwzF/v4pvPP+Th1z4hIam7X8+dNJ+CSttSUJEO15KQklNYxst/nkb6mmX8/N6n6DN09D6P1w0p5YV72Lr4Y7b9MI+8bWsbLNe4golMSKZLt95ExPcgLDqB0C6xGFcwJigId0UZ1WVFlO3JID/9R8pyMwFI6D+a1CPPIXn0cfUGHevxULJ9JQWrF1C05Qcqsrfut05obHfihh1D/MgT6dIrbb8Zvzw1bjZ9+iKbP59JbK8hjL3mj0TENd6kX1FcwMqPZrJu4fsEuYLpP+Ekhhx7Ngmpg5r8598WoaU9w4qCysFDQaVhB1NQsday/uMX2TL/TZJHT2bUxb/d74JKQ/XwVBST+78HqNq5ii5jzibmmKsIaiBQ1LvviiJI/wa75SvIWAG2huCufQkfMonwtJMIjutZ/4aeGtj2Lax4GzJXAOCKSyE4aQCuuJ7gCgF3FTVFWVRnrcNTtBuAkJ4j6H7UJcSOOpWg4JB96+LxULRjDXvWfkPp7q2U7dmBdVcTGhpGaJcYorulEpWYQmR8D8Ki46gozKUgcxMb579JTXUV4y+9jSEnXrFfVbvFhFFT4+a+y45ixJEnNjmoPnvXTqZPOYvh4ydy6wNPtev09YcSBZW21SFBxRiTALwB9AXSgUustfn1rPcxMBH4ylp7lj9lK6gcPA7kho5zX3+KBe/8h/Ouv5vxJ56zz+O+IcVT42b9/LdY+b/ncFeW0bXPMHqNmYwrPoXw+B4EBbmoqa6iuqyQ8vzdlOftonRPBqXZ2ykvyKbGZ0YZX6FR8cT1SSOh3yh6jJpMREL9zftVhbvZ8/2H5C7/mKqCLExwKFF9RhHTfxxhCSkEhXXBVldSnrON0p1rKNq4GFtTTXi3fvQ8/hri0ibvF1h2r/qKFa//haDgEMZOuY+uA8Y0+ZwVZWew6rNZbPluLjXVlUQlJtNrxER6DT+CbgNHEhLWcLeH1g4s7RVWFFQOHgoqDWutoAJtWxdrLWtmP8W2Rf+j98QzGH7ur/f77Gpo/+6iHHLfvRd34S7iT55G5LDj/KqPtR7Y+g12/aewcxnYGojuAf2PwQyYhEl0bpBYb7cwa2HLl7D4P1CwHaK6wYhzof8xEJfaYFcwd0EGlevmUb7qI2r2bCU4OpHEo68gYcJFuMIbnzYYGu9iVlaQw+IX7yFj5QIm3/gEqeNO3G+dbjFhvPLnaWxbu5y7XlnQZPj49J2ZvPzEnznzsmu57P9+p7DSBhRU2lZHBZW/AXnW2r8aY+4A4q210+tZ70QgEviVgkrnciAhZcWXH/P243cz7oRzOP+Gu/dbpzaolObtZsG/byd/xwZ6Dj+S8RfdjDu6/kDRkJrqSqpKC7E1NViPG1dYJKGRMftdQdtnm8oyCjd8S97Kzyhc/w1giRlwGAljTiVu2LG4Qhv+R1VTUUL+mi/Z/eWrVOzZTkT3AfQ+5xaieu87g1dJ9nZ+eOEuynIzSTv/ZnofeU4DJe6rqqyE9B/ms2PlInat/4Ga6iqCXMEk9Uuj18iJ9BoxkdgefRr8Z9ZaoaU9woqCysGjMwcVCJyw0pb12PT562z49GX6HXsBQ8+8bp/PkMb266ksI2fWbdSU5tH1nLsI6zWiwXV92cwfsd88C7mbISoJBkzC9D8WEgc2+Pm1N7CU5MCCR52WlIS+cNgU6H8s1GkNbyxUWGupSv+OssWvUZX+HUHhUXQ94mK6HnU5IdGJTda/obJrqiv55IGrKMnZwVn3v0dk/P5dtrZ89R7v/GMGtz0zh26pjd+t3lrLS4/9kbnvvc4pF17Fz268gyA/bigs/lNQaVsdFVTWA8dZa3cZY5KB+dbaeu/MZ4w5DvidgsrBr6XhxNeaNat5+o5rSBmYxtV3/5PgkH0DQ21IKdmTydzHbqSqtIiJV/2e1LHHk1/W/MH6TekaFYatcVO+ezPFW5dTtPl7ircuw7qrCI5KIHHcmSQedhZh8U3fTdiX9dSQ/+M8dn72NNWF2XQdfya9Tr2BYJ8pM6vLS1jx6h/JWbeY3kedx7BzbyTI5f+tkdxVFeze9CNZ65eRsXYJ+Ts3A5CQOojhJ15M3/HHNVjegQYWBZWGKah0PoESVKDldWmsDlmrvuaHV/5EyrgTGXXJrX6HFGs95M3+CxVbvyfxgvsI6z26wXX3blNTjV3yEqx8F6K6YQ6/CgYehzF+nHxbS/jWecQs/TfUuOGIa2Hk+fsFlFqukixcJVnEB5U7XcBiUiC2JwTv2yWtetcaSr95hcqNCzBBwcSNOZ2ECRcR0Wt4oy0YDYWVot3b+PCeC+g++DCO/+2/9ysjLzOd5397DhfedD8Tz7i0ycP2eDy89q8H+fitlxk+fiK/uvOvGrPSihRU2lZHBZUCa22c92cD5Nf+Xs+6x9FEUDHGTAWmAqT0Sh2/aOXG1q/0Iag1gkVrSt+RwfP3/IrKshJueOhVouP3vWpVG1KKczKY++gNuCvLOWHa43TtM8yvGb2sx8Oe/AJsjRvrcYOnBuupgRo3HncltqqcmvIiPOWF1BTnUl2QSXXeDqqyt0BNNQBhib2JHXg4ccMnE9V7ZLMG5tenprKMXV+8yO5v3iI0OpF+F88gqs9PrSvWU8P6Oc+ydf4sEgaMYeyUewntUu+fUpNK87LZ8eMi1s1/j8Ld24nqmszEy39DSlrDEwMcSGBpy7BysIYUUFDprAIlrLR2UCnLy+LLR68nukdfjpj64D4zVzW1r9IVH1Ew7ylij5tK1Nimr0Vajxv70b2QsQzSzsRMvBYT7Oc4lpoqohf/g4gtc6lKSqP4qFvpmrL/dO+muozI9e8TsXUeIXn7n0vYoGBIGYftNwkGnwwRP33euvN3YJe/Rf4P/8NWVxDeYyCxI04hJu04wroPqDe0NBRW1n32Ct+//ldOvPVZkofvO8W9tZan/u9E+oycyM9//7Bfh2+tZf6HbzPzHw8QHBLKlJvv4qiTzlJXsFagoNK22iyoGGPmAvX1s7kLeMk3mBhj8q218fWsqxaVdhZo4aTW1m07+M9911Ocl8OUu56gz7B9x2XUhpTqijI++dsvKS/M4cTfPElC6uB6Q0pVUQ4FqxdQmrGeipytVOTtwlNZCtbjZ40MruhEQhJSCO02kNAegwnvNZzgGGdwe30nyjXlRVRnb8KdtwN3fgaeimLn5mWuYFyxyQTH9SS8zzhc9XQbKN25hq1v/ZHK/F30POFaekz62T79vzOWfsqqtx4iLDqBsVPuIza15Xcjth4PGau/Y8l/n6Jo9w4GTDyVCRffSGgDN6xsaVhRUKmfgkrnFChBBVpWl/r2b63lu2fvpHDnBo797b+JiP9pco+m9uGprmT3C78iOLYHiZc84N+NGr96CtZ8gJl0M2Zo49O0+woq20Pswj8Rsmc9pSOvoHTkFXtbUfZ2B6ttbU+698AAACAASURBVPn+KVzle6hKHEZF3+OoThiIJywGU1ONq2QXccVbYOtXmIJt2KAQGHg8dvQl0OOnC0ieylJCtsyjYNkHlG1fCUBIXDJRgyYSPegoogZOwBX+U+t4fWGlprqK924/hZjkfpx8+wv7Pf7e339Lzo6N/PLxDxqcmrk+u3Zs5ZkHfs/G1csZe9Tx/PyWe9S6coAUVNqW//1Emslae1JDjxljdhtjkn26fmW3VT3EP4EaUAAy0zfy/L2/oaQglyl/+EeDM3xZa/l25l8oykrn+JserTekFG1ZStb8lylOXw7W4opKJCSpL12GDSEoPIagsC6Y4BAIcmGCgp0WEVcwQSHhmOAwgiJicEXG4oqMwzRwwzFrLTm7dmJztxJevI2qXeuo2rWemsJdP63kCiUoPBoTEoqtrsJTmrv3oZDkoXQZfgpdxpxNkHc8S5deaQy7/jm2zX6YzM+foyxzPX0vvAtXWCQAKeNPoUtSb5a9fA/fPHkTaefdROrEs1t0tcwEBdFr5ESSh45jxUevsOrT18nbvpETrv8TUV33v/aQV1rZrne8b0p73JlepLm6xYS12V3iO8qOxR+Ru3kFI86/qVkhBaDsx4/xlOYRc8Ztfn1O2U0LYM0HMOqCZoWU4NwNxM2bATWVFEz6A1W9j97n8eyiSoynmkErHiEifR5VXQeTf/z9VCel7VdWdVIaWZxI92OmYXM3Y1a9B+vmELThU2zyKOyYK6D/JILCulAz7GwGHHER1UU5FK9bSPGGRRSu/Iz8Je9CUDBR/ccTN/YsYkecyO4ip3zfwOIKCWXYadfwwxsPsWfzShIHjNqnLsmDRrJxyeeUFeWTTbzfYSU5tR93/2Mmn7zzCm899zh3/vxcbrrvUUaMP9Lv51SkPXVU16+HgFyfwfQJ1trbG1j3ONSi0mYCOaDkZmXw8RvPseiTdwmPjOZndz5C7yGj9luvNqhsWPAOS2b9nTHn3cDwU6/aJ6RUFeWw86MnyV/1BaGx3ek67gyCBk4iJKHXfuX5w3pqsCV7sMW7sUW78BRmYQszsAUZePJ3QFXp3nVNTDLhKcMI7TGE0B6DCU5IxRXTbZ8+1dZdSXXudio2f0v5hoVUZa4lKCKW6AmXEn3EpZhg55+QtZbsb95i58f/IjypDwN/9td9xr9UlRay4rU/sWf9EroNP5rhF95CeEzXFh1jrcx1S5n/7L0EuYI5fup9dB+4/2sAzW9ZaasWlYP5Zo+gFpX/Z++8w6Mo1z58z2zf9E2vJCEhEEILRYpKE0UEUUBRUbFgO/Z6rEfBiiIqNrA3REWkKGBBqdJ7C5BGet2UTbaX+f7YVDYJwU8Ede/r4tLMPPPOOxOYmd/7tH8yZ4tX5c/wqJiry9n42u0ExHRj0C0vdjovpclm0UMguQi7Zu5JbSWbCenrW8E3FGHinE6H1CpK9xKwbhaSyp+aUbNwBsR52AhOK/HbnsO/bDslqTdA/+vazVk5kXB/DdhMkPE9wt5FCIYSpIAYpD5XQY9xoHR7oRtFhOS0Y8rfj+HoJmoPrMFeXYSo9iP8gjsIHnwlgii2Eit2s5HvHhxJTL/RDLuldSni/IPb+frZGUx5fD4JfYa2Ok9nKS08zutP3k1xfi433Pc/Rl165Skd78WN16NyejlTQiUY+AaIA/JwlyeuEgRhAHC7JEkzGuw2At0BX0AP3CxJ0k8dje0VKp3nbBEpdTVVFOdlUV6YR3VFKVXlJWQf3oO+tAiZXM6gi65gxJSb0foFeBzbKFJqirJZ/dJNRKT0Z8R/5iCIYpNQMRYcJmvhYzitRiLOm4ai32TEkzRLlFxOtwipLcZVW4JkKEWqK2/+Y6w8IUxMQPALRQiMQQyMQQiOR9TFI4YkIrRw8UPnPqSthQcwbP4cS9Zm5Lo4dOP+2yrR1JC1g5yvn0aQyQm57BnUMT1bzN1F6dalFP72CaJcSY8JdxAzcOz/K1+mtqyA3+Y/ibGqjOE3/4/Y3kPbtDvTYuWv8KZ4hcqfz79FqMD/T6ycqfCvE88rSRK7Pn0GfdY+zntgPtoW5dk7M66zXk/p+zfiP+w6/AZdcVJ7186FsPtLhMteRQjrXFirKm8j/r+/jNMvmprRz+HSeobUCi47CZufxLdiH4V976EqYVzTPo+PfsmJzO4OD3aqmvNSmoSFywHZ6xH2LEQoO4Sk9IEe45F6XwGBsR7jSS4XxtxdVGz4mPrMrWjj+hB71YsoAyNaiZXtXzxH1oYlTHr1N9R+zRHyFqOBN286l/OvvpdzLru5/XmfBJOxnrdnPsC+bRu5/t4nuXDStFM63otXqJxuvA0f/6WcaZFSmHOMnetWsWv9j+jLipu2C6JIgC6ULt3SSO7dn7heQwkKj25zjEaR4rRbWf3STVjrqrnkyS9Q++uaRErNkd/J+eYZFL7BJF37EiatZ/UtSZKQqo7jLDqAq+QgLn0uUlUBuOzNRqIcwTcUwS+s6Y/oF47gF44QEIHgG9ZuKNjJ6Ojj2pyzjerVc3DWliIfcDWKwTc0CQ67voCyJU/iMFQQcvED+PZsHW1priwgd/lr1BccQhPahZjRNxKYMpgQv843UWuJpb6WNW89SlVBJv0n3UbqqCkeIRunIlROh0fl7+5NAa9Q+afzTxAqORuWcGTlB/QYfysJ511+yuOaMtZR/eNcQqe9jjIssUNbyVqH9OVNENMPcczjnZqvKm8D/ptmYw/pTu2IZ5BUfp5GkkTs7rno8n8mP/1Bqrt4hpNFqq3o8n4iOHclmtqcpu12VSDmgCQMkedQG30eNp+oZnEhSVB2EGHfYshag+ByIsUNceexdBlMWEDrfBRJkqjZs5Li719G7quj6+0fI/cJahqvuuAoK5+exKDr/ke3ka0rfL1311gik3sz4d6XW20/VbHidDiY9/R97Nmyjsdf+5jufdovoOLFE69QOb14hcq/kDMpUsoKclny/qsc3L4BUSanR/pguvcbQnR8MuGx8fjrQpA1lMQ9WXngRqGy85vXOLr2G0beNZeonkOaRUrGJrK/egptZDJJ185G4RvUakxXbTGOQ6txHvsNyVAKgOATjBDSFat/nNuF7x+J5BeJ5BMMbZS/bPPDVZLAaUOw1SPYjNDw36af7WYEhxUEAUmmQFL54wrsgiuwCyi1nsPZzNg2vI3z8GrE2HRUY59E0Li9S06zgYpls7Dk78N/wGSCRt7SynMiSRLVhzdR8OvHWKuK0EYkEXXeVIJ6DEMQZaf8YW+3mtn06Uvk791I9+GXMXDKnYiy5vOdSaHyT/CmgFeo/Bs4G8TKHxUqVbkH2fbefwlPHUK/a5/wWKzozLg1a9/DdPAXIu/86qSe3iZvyuS3EII9q3SdiCpvI/6bXsIe0oPaUc8iKdquqhWauZiogx9QmnINZanTPfZHlKwl9fDrKBwmjLoeGCLOwan0A8mFpjYXbVUGGkMuAPXBvajseinK1HEga/GMMFbCoWUIB5ciGCuRguKR+k0j9JxJHtdtzNtL7od3oI7sRuKMBYgK94JSmJ+aFY+Pxyc4kgse+qDVMd+9fDe1ZYXc+OpSj/n/Ec/K/26dgtlk5IUPlxKgO3kvGC9uvELl9HLakum9nJ2cKZEiSRJrvv2E7z97C4VSzcQb72XY2En4BrRZ7K3TIiVv168cXfsNKSOvbCVS6o7vI+ebZ9BGJtPtxteRqbRNY0pGPfZtn+E4tAoAMW4AioHXYtClIvlFwEkSOwWHBUVtHgpDAc66IuSmCmSmCpS2WgRLLYLVgOBynNL9AZAEEWdkXxyJo7AnDgelu8uxoNSguuAhHJGp2NbNw/L1nagufR5R1wWZxp/wK1+i6rf5GHYuwVqWSej4R5H7h7qPFQR0Pc8jsPsQ9Pt/o3jjV2Qtfh5lYDjhAyfgSB+LXOPX6Y98hUrDiBlPs3PpAg7/upia4uOcP+MpNH5t/x7/Kv4pIsWLl7MZi6GKPQtfQKOLpNcV9/8hkQJgKz6CIiL5pCJFMtfAgaUQP/QURUp3akfNalek+JdsIfLgh9REnUdZj+tOOKlEYs5CkrM+pTowlYwe91Dn33aHe2V9EYGF6wjOXUX89uex759PWcpVyPpciaTQgk8IDJqB1H86UtavCHsXIf72PJUHviVw3OMoYprDeX269CX2yufI//Jhyn5dQOTYewEor7MQlz6awz99gt1sRNGi+mJoXDdy9mzCbrOgULb2lJcbrKckVrQ+vtw7ax5P3jqFJR+/xU0PPtPpY714OZ14hYqX047dZuXTV55g98af6TtsNFPvfKLD1ZrONFoEqC7MYstnzxGS2It+l9/ZtN1cmk32wsdQBkaQfN3LTSJFkiQcB1Zg3/QeuOzIe09E3n8qom9ohwJOZq5CXboLddl+VFXHUBjyERryUyRBxKnR4dCGYvGJwqXr7u5jovJFUvggqXzdscoKHySVH5LSB0muAbkKaPC8mKuR1eQhlh9BkbsO9aY5qHa8h7XPNOw9L2taoZP3HIcQnID1+yexLL4H1bhnkMX2Q5DJCR5zF6rIFPQ/z6P449sIHns/PinnNV2DKJMT2u9CQvqMpvrIFsq2Lafglw8oWvc5wb1HYx58OTEJyZ2674IoMnDyHeiiu7Jl0Vx+ePF2RtzyDKEJPTp1/J+Nt8qXFy+nH5fDzp4vnsdhMTFoxgso1G2XKz/pODYT9ooc/AZNOamttPsrcFgRBnl6PE5Elf97C0/KLEotIlgsHnZdnEXE7XgJc1Ay+f0f8vCUN4qUoqgxHOp5v7sEcQONQqxRANh8oynvPo3ylGvwK9tB+NEvidn3No6MLzD1moYx9Ur381+mgJSxSN0uQspcg7DpDWo+uxFp8G2Ejry1SfAFpI0mKH0C+s2LCBl6DYqGBSdVfDqS60PKM3cT3bv5uR6Z3AvJ5aQ06yCxqZ4L+qcqVmK7dmPUhCv4bcU3XHLVTYRHexYf8OLlr8Yb+vUv4kx4Uxx2O/OfuZuM3VuYeNO9jJly40lLUXbGm2Kpr+HHl27C5bBz8WMfowkIocpoxWao5MiC20CS6H7ruygDw90ixVKH7dc5OLM3IcYNRDnibsTA6HbviaI2H23h72gLN6OqOgaAU+mPNaQ7Nl0ytsCu2ANisftEul9C7XDKq/CShFiRgWr3J8gLd+Dyj8E88glcoc0JpC5DKdYVTyDVFKAccS/ytEua9tmrCqn4/kVspcfQdh9B8AX/QebTtrfDVJpN2bYVVO7/FclpJyB5ECmjr0bXtW+nyxrrCzJZ997TmGoq6X/5bQwbf3Wnj/2zQr/+ad4Ub+jXv4O/U/hXmcHMwaVvkb91Jf2ueYzIPuf/4fEsuTvRL5tF8OXPoI5Pb9dOqi1GWnwHJI9CHH5vh2NaD/9IzJ63MAUmcXzI07ja8aRozGUM3PkoEiLbBr2CTaUDILwhby+y+Dd6H3iRoqgxHEx7+KTe9bZEgFZ/iIiMzwgo2YJNHULduY9i7TK8tZHNhLD2RYRjPyP1v57QsQ8076oq4ujcywg9fzoRF94FgNNmYe1jI+hx4fWkX/Fgk63FaOCtm89n8OUzOHfqXac817ao1pfzwFUXMnTMeG555LlOHfNvxxv6dXrxDLr38o/kTIgUSZL4fO5THN61mWvufZoLr7jpTxEpDpuF9e8+grlWz/m3v9QkUpw2M9kLH8VpqSfputlNIsVVW4Llmztx5m5Fce5tqCa+0KZIkZkqCDj4JVGrbiN61S0E7f8EBIHq3tMpvuhtCiZ9TfnwZ6npdT2m2GHY/eM6FCngvu+ndO8FAVdYKuaxL2MaOxtcdrQr7kKx/6umKmOifwTqK95AjEnH9ttcbBveQXI5AVDoYoi89g0Cz52OKfN3ij64mbq9K5HaaGSpjehKwsT76fvAF0SPuA5j0VG2z7+frW/dSeWxnXRmESM4Npnxjy0gKnUgO759m5VvP4XNbDzpcX8WXm+KFy+nn/KM7eRvXUnCeZPaFSmdxXxsE4LKB1VMr3ZtJElC2rwAZAqEAde2aVNWZ6GszoJzz9fE7n4DY3APjg95ql2RojaXM2DXE8icNvb0e6pJpDSO5Sg5QOqhVyn178mhnvefVKSAW5idKM5MwT3JOXc2R0e9i1MVQPCahwhc/zSC1dBspNQiXTgLKe1yhF2fUb57dfMuXTS+iQOoPfhr0zNYplTjG5VMadaBViJV7eNPTI/+HNv+a6fm2hmCgsM496KJbP7lB+pqqzt1jBcvpxNv6JeX08a2NSvYsXYVE6bfxbCxk05q35mQL5fTwaYPnkKfe4hzZzxHSLy7LK/kcnH82+cwlWTRddoLaCPdYUyuiiwsyx8Dpx3VpFeRRaW5z9UoHiQJdeku/I8tR1OyE0FyYQlNQ9//P5hizsWp7bgHidxSjabuOJq6fBSWKuT2OmQOd7iBBLhkKlxyNU65Dw6lHw5lAJqgcByaEBw+4SC2/0/QGTMI4+Xvo974CurtC5CVZ2AZ/igoNAgqX1SXPo9947s49i7Bpc9FddETCNpABJmcwGHX4tN9OJU/vY7+p9ep27+a4DF3o4pM8TiPwieQ6BHXEjnsCir3/kLxxkXseO8hgpPS6X7pnfhHde3wHqi0foy6/TkOrfma3cs/RF+Uy8T7ZhMY/sd61HSWv0qkeHNTvPybsZmNHFjyBn4R8XQbe/IQrI5wmmoxZ25G0+1cd2Pd9sjdBAU7EQbPQPDxfAaX1VnA5SDi8OeEZq+gNmoIBen3I7WzcKQ1FtF/zzPIHSZ2pj9LvW98q/1qWzUjjryARR7A+pTHsBqdgLPJ03Iy2gqxMgX35OgF7xF++DMijnyBWLqPmomf4FI3lDYWBKTzH4LyDIR1L1MeP4wwnT8A/qmjKF7xItaKXNQNVdH8Y7pTtncNkiRRZjA3VQXrNngMv370AmW5GYSfJPy2s6FgF06axtrvv2H9yiWMv2ZGp+6BFy+nC69Q+RdwJrwptVWVLF7wMl179uOiqSd/0HVGpOjrrez8ei5FBzYxYOqDxKWPBNyd0YvXvE9NxkZix91DYIq7x0d59n6sSx9GUGpRXf4KYnC8exyjDSQJbf56Ag9/hbImF4daR23qVOoTx+Lw9ey+3oTkwr9iL0Elv+NfsRtNfWHzLkQcSl9cMo17NU5yITptiE4LMqdnrLRLkGP3j8Wm64YpciCmyIHNL7FGVH5YRs/EeWAxqu3z0daVYB7zHJJvGIIoQzn8LsSQRHeS/Ve3oxz3NLII98tKERxLxNVzMB7+jaq1Cyj57G58e11E0IgZyLSePWlEhYqwgeMJ6Xsh5btWUbJhIb+/dgtxgyfQbdwtKDS+7d4WQRBIG3MV8d3SWPnWk3w5cwbj73qeuNT+bdqfrmaPXrz8Xfj/dKoP99f8qaWKO2Lf6s+x1lXRf/r/kHVQgr0z12L4/XMkpx3f/pe1ayNZ6pA2vQuhyZA2odW+sjr3c1RmNRC3Yza++sPoEy6mOO3mdps06vR76XPgZSRBxq70mU2J8Y2ILjsjjr6IymHgx7TZWBXNz8bG84E7PCzAlE985Vr8LCVobNVU+8RT7pdGcdAAyhscJi2FgCQqKE27mbrwASRteBCfnx+hbvw7zQtUMjnS4DsQV9yLlLeFcvkIAPwT3M9Nc9HhVkKlaMtSLFUlaIKjmsRKj2EXs3HRPDZ/O5/LH36j3fvaSGfESmxiN1J692fdym+55OqbOx3O68XL6cArVLycFtat+BKLyci1989EFDuOMOyMSKky2ti3YgGZG5eSetF1pIxoTsSsOvArpRsXEjLwUkIHTwagIj8T6/LHENR+qCa/hugX1mSvrM5Gt+tt1BWHsPnHUXnOg9R3GdluGFeV0YbSWkVs4Y/EFP+MxlKBU6amLqQ3FV3GYQrsitk3Drta12YJYwDB5UBmr0NhrUVh0aM0V6CuL0RjyMO3aAt+uT8hCTKMsedT0+NKrCGpLQ4WsPe+EldQHJrfnkW7/A7MFz7flLci7zkOMTQJ66pZWL+9D8WwW5H3nYQgCAiCgG/P0WiTBlOzeSGGnUsxZW1GN+p2fHpe0OYLSFQoiRh8GSG9R6HfvIi835dRnrGF3lMfJTi5/ZhygLjU/lz9zAeseP2/LJv7EBPufoGEPkM6POaP4PWmePFy+qnTl3D4t2+JGTCGwFhPb+ypYCs9hungL/ikX4oiuP0kbWnbR2CtQ7jkeYSGD/qWgkFdk03czldRmCvJ738/tTFth6IJLidd8peTlP05Rm0se/s+gVkTfsLJXAzJnkdYXQbru/2XKt+kNseSuyykHZlPeuUPCEiYlCFYFAH0KN5LmrQYsyKQbYn3cDx0RJtCwBjah4L+D9FlxwuYNs/DeW5zTgqxA5A0Qe58la4jAKhVhSPIlVhKM5vM/KLd97+u6Cia4Cj3fTGYCfcPYNCEG9j0zVtk7VpHUv8R7d7bRjojVkZcMoUFLz7G0f07vX1VvJxRvELlH86Z8Ka4XC62//oDqf2HEh4T36FtZyt8ZaxZxKEfPyXp3In0nXhH0/ai7MPkLZ2NT1wasePuRRAEHIZyrMseAVFEddnLzSJFcuHY9gmRhxbiUvpROeh+6hMvbFNcNJY/9jEWkHZ8CVElaxEkJ/rgfhxNvpHy0MG4ZC0e9C7QtSNSACRRjkMVhEMVhNn/hHsiufCpOYauaD2hx1cTk7+W2tB0agff786DacAZOxjTpW+h+elxtD/ch2XEYzgS3EmaYlg31Fe9i23NK9g3voOrcC/KMY8gqN2NzkSVD7qRt+KbNgb9j69RufJl6g/+TPDYB1AEejbBBJBr/Um97B6i+l3A/q9eZPuCB0gYPpWUS27tsKxoYFg0Vzz+Nt+9fB/fz3uMCfe8QEKftjvZe/Hi5ezl6MbvkVwuksdcd3LjDnDWV1G1ag6irw7/c6a2aycV7YWjP0OfyQjBCa0ECkBg/lqi972DU+lP7rBZmHRtd6n3rc+j5+E3CTBkUhY6hIM978EpP6FHleRiaPabdK1Yx564a8kLObfNsZROE1NzHifKdIzdwZewKeJazPIAwv3UiC4b4YaDpOd9yIijs9htLmB/3HUe1cEAquLH4l+6jZDsFRxIm4EkKtzhW6IcYgdC6YEmW0GUIwZGY9M3e+x9o5IQZApqcvcR1ntk0/Yyg5n+l1zLse1rWPbKfQy/9gEGXHLdSb0gJxMrg0ZcxKdvPMfGH5d5hYqXM4o3md7Ln05R7jGqK0rpP3xsuzb6emunRcqBrWvZ/d2bxKWPZODVDzc9gCuqa8j5+mlElZbEqbMQ5Qokp52yxY8jWY2oJ76EGNjQ1d5mRPbjEwQd/Bxjl5EUjf+Q+q5jPURKldFGldGGnyGbvvte4NzNdxBZuoGC6IvYOHQBO9OfpTRieGuR0kBNnRGrvgCpLAO/ulx8jIXIHJ0IzxBEjEHdKUi7jb0XfUl+2m34VB8l5ocbUe9YQFWdsUlwuoISME18B1dwVzS/PtOQZO9OuBTUfigvmYli+F0487Zj+eoOXBXZrU6lDE0g4trX0V14D9bSTIo/vo26/T92mDgf2CWVYfe/T+yQS8ld/zV7Pnsap73j353GN4DJ/32D4OhEVr37DLUVxSe/D53E603x8k/hVJvytaSpE/ppwuV0kLVlNTFpg9EEhv7hcRyGCioWP4bLVIPukkcQ1W2HkEoOC9KGeRAQhdB/WmuRIjkJP/QZsXvmYdL1IHPka22KFLm9nuTMTxm87X405jL2pz3Ivt7/9RAposvO0Kw3SCpfw76YqzkQ07Z4krnsXH78WSJMWXwX/yS/xNyJWe4ODSurs+ASlZQEprO61+tkh15Aev7HJFQ0J7afGA5XFTcamcOIb8U+9xiN4Xv+0VBXDi36b8n8wjBVlzb/rFQTlJROxaGNHvOstglcPfMTkgeNYt3nc1g2514q8o+1eU0t6ShcT6XWMGj4RWxb9xM2q2foshcvfxVej8o/mDPV3DHv2EEAElP7trm/swIFIOvIQTZ9+BS6mG4Mmf4/xBYr+YWr3sSiLyB5+lyU/u6+LKU/zsNVdgTluGcQQxvc+NY6lD88gLImB33//1CXfKlHRZdGD0pA7RGSsr8kVL8Lu1xLTsIVHI+7DLvSM6dD7rQQq99CZM0ewmsP4GstQ8Dzg9+m8KfeJ46agBRqArpTEdy/zfEAXAotpUlTqIwZTdyh94k+9iUB5bvIHvgEeho9Hz4II2YTtXMu6u0LEGsLsQ67H0QZgiCg6HM5YlgKtlXPYFl8N8rRDyJPGd10DkEQ8e83AW3Xc6hc+TL61a9izt5K8NgHkGn8W81HX28l2FeFTKkmbfID+IZ1IWPFW2xf8CADZsxu1UvhxK70ah9/xt/9PF88NZ3V7z7DlU+8gyiTe/NTvHj5G1BxPAOzoZqkwRf94THsVYXol87EZa0nZPIslJFte0AApF2LoK6MmlEzsZtbPEddDmJ3zyOwaCP6+Asp7nWLRxESub2euIIf6JK/AoXDSFHkKI4l39Dmc9bHUsbwY7MJqc9kb+w17I+9up0JSVxc8Drx9fv4Pu4hMgM8vcKNYircT83vyQ/jby4g/fhH5IaManrHtPRc1Ie5c0+0VYepC3dXsy0zmAn3CUGUnEjmWmgoHiD6heEoz2zlnQnvPYqMxS+iP7KV4O6DW82l2iZwzk3PEpncm83fzidr5xQS08/nnIk3EdO9/ZDdjjwrwy6cwIbV37Fv2wYGnn9hu2N48XI68QoVL386RbmZqLU+hEbGeuw7FZFSUVPH7x/9D4XGlxF3zkHeovPu8f2bqdz1A+HnXYN/V/fD35K7E8e+pcj7Tkae1NAUy+VE8+tMZLXHKT9/JuaoQR7nqTLaUFsq6Jb5CVGl67AqAjiWNJ38mHE4FJ6rf1prBT2Kl5NU9hMqRz1WuR+lAb3IDr8AkzIYm9wPARcypxWtTY+vtYxAYx5xBT+QmLcECYFa9hfB0QAAIABJREFU/26UhJ9LccRIzFrP0CuHOoic/o9QHTmEhD1z6bn2dnL6P0pNpDvfQ5IpKRr0CIGaCAIPLcJRr8c55mmQu++RLDIV9dXzsa56FttPLyDVlSPvf1WrcAC5fxjhV72MYccSqtd/hO2zuwi7/BmUDcmbbRF/3mRU/sHsW/gs+xY+S/8bn+8wDCwgNJLR0x9i9fyZHNnyC6nnXtyubWfwelO8ePlrqDx+BICwrmnU/YHjTUfWU7PmbQS5ipBJs1BGtN9QVtLnIu3/DkviKOzhaU3bBaeNuJ1z8C/dQUnqdVQmt64eKXOYiMv/gfj8ZSgcRspDzyE78Srq/Np4hkkuupb/xoDjHyAA61IeY4ciHQye3oJwfzUDKpfRs2Yt6yOmczhoVIfXWlZnIdxPzbGICQzLmoPOmEWVb/P1NooBl1yDS1Qis7cu4W6wCwQCOJsXF2UBkbiMVUh2C4JCTbnBStQ5E8j99VMyv5+HrtsghBPyPwVRpMvwqfQaeTl7f/qaXasXsujpG4jpns7I6Y8QkZhKW7QnVrr3HoCPXwC7Nv7qFSpezhheofIP5Ux5UwAqivMJjYpr9VF8KgKlkf0/fIChNI9Rd7+OJqC5k31ldS35K+ag0kUTNfJGAFx2K5UrZyMExqAYenOTrWrr28iLd1E56IG2RUq9hcTj39I15yvARXbCVHLir8Ap9wyrEF02ehV8Rc+iJYguB/kh53Ikcjzl/j3bTaJviSA50dVnEVW9i/janfTI/JAemR9SFZjG8biJlIQPRzrho7866jyMAckk75hF8ranKUi7ldKkhkICgkhN7xtwaoLR7Xwb6w8PUT58Fi6lL8E+SgStDtXlL2P7ZTb2zR8gmapRnHdHq9+LIIgEDLoCVXRPKpbNpOSLewkZ9zA+3dvvlRDZZwS2+hoOL32dYz9+RMq4Wzq87pTBY9i5aiHbf/iM7kPP/pedV6R4+Ss5W6t/VRVlowkIRhsQTN0pnsOctYXq1a+ijE5FN+5hZL7tl3mXJAnb+jeRKX0x9r2+xQ4nsbvm4l+6g6Let1KV0LzIITqtdMlfTnzechSO+pMKlNjq7fQuWESwMYdCbXdWxdxFrSLc07aBwNItjCj7kAPaQSxXX0r7ls2U1VkwqPozDIiu3tFKqECzGHAqtIh2U+spNhZyaSFU5Dr3Qp+9PAtltFu8VZokki75Dwc/f5KjS1+l22X3I8o8P+MMLiVDJt/KgPHXceC3pWxZ+h5fPH4NAy+9gXOvvBNZG6Wh28qrkcnlpA8bya5Nv+F0OJDJvZ+MXv56vH/r/oGcSZECUHw8i6S0ZlfzHxEpmYf3kfHLlySdO5HI1HNa7SvbshhrVRHJN76GqHA/VMu3fINkKEF1+RwEuXubrPQAysNLMXS7jPqunuEL1XVm0jLmEVO8htKwYRzpNgOLJszDDtzhAiMzZqEz5pAbOoLdXW7AqO7M66sZSZCh90tB75fCAa7Bx1JGQsV6ulX8TPr+5zGpP+BY0nQKoy4AoVmw2HwiyDh3Lom7Xybu4ALk1moKU2c0hRbUJU/AqfIndMvLhK1/krIRL6JvsWCnu+hx7NogHHuXAHiIFQB1dCqR09+hYtksKpY/h8v+IH693PesMfyrJXFDJ2IoziTnt4WE9RxKUJee7V63IAgMGDeN1fNnYio6Bt37nNJ98+LFy1+P025DoTr1PBiXpY6aX99BEdaVkMnPIpykKW7tgZ/wrzyK4Zw7kVR+TdsjDn1GQMk2itNuaiVSwsq3kHLsIzSWcspDBpKTcCWGgG4e48qdJhIr1tOjZDkB5iJqFGH8EHMPGQHDOlxYirFmM718DqXKOL4MvRcEgbIGr0u4f8d9VczyAKyiBrW9ps395QYrrjbSASWFO4S2qroKXVAXAJTxA0GUYT22rkmoAIhJI4gbfjX56xdRV5xJr+ufRx3gmUPUWL44/eJrSD1/POs+f5Xtyz+isiCLiQ/MRa5oe0HmRO9K38HD2fjjMrKPHKBbWr8Or9+Ll9OBV6h4+VOpqiilprKMhB59/pBAAaisM7N94WxUfkH0m3RXq33l5WWUbvySgO7D8E90h3y5bCbsO79CjBuALLbhQSpJqLYvwKHRUd3nRs951lvoc/AVIss2kpk4jezEq9vtRBxiyGBkxkxkLge/9XiawuDBHjYRxiNE1x9CZylAa6/BJtNilflS5pNMrn9/TAqdxzFGdTgHY6/kYMwUYqrcK359D75MQt4SDvW4i6qg3k22LrmarIFP0mX/W0RlfoMguSjoeWvTnE1xw6kQREJ/f4Gwjc9QNvxZkLlfRFUmB6TPwE+ScOxdgqDyRXHO9R7zkfsGEz51NuXfPYN+1RxwOvHrO67NeyIIAj0m3ElFxjYylr/FkLvfadOukS5pbm9W7qHdxP1BofJXhH15vSlevDQgSR0W2WiPuh1LcJnrCJk066QipbyqGt2ez7AHd8OaMKJpe1DeGkKzV1CZcAn6ru5eKqLTSvdjHxBT9DN1vl3Ykf4s1brercYTXA4ia/eRULmeOP0WFC4LpeoE1sfexzH/wUhC+2GqAEnmA9xQ/gommS8fhD+OVWwt1DojWCwyX1zmjju6W2yOVj+7lO4QY9Fa2yQwRE0AyvhBWA79hM+Q6YgNFRwFQSBo9F34x/Yg45sX2TJ7KnHnX03c+VNRaP09zgXufMGxt88komtPfvngOVa99TgT7nul3cpgLcVK2oAhCKLIgR2/e4WKlzOCV6j8wzjT3pRD290VSUK79vpDx1cZbeRsXklVwVGG3fwsyhZNBquMVso2f4PLZiL6glubtpfv+B4sta0+vmVlB5GVH0I/4C4kuedLJbx8C5FlGzmWNJ2chCvbnY/GVsXIjJlYBTXLk5+iWhUDjQJMkkgx7mR41bfEmzMAMMkDqFfoUDrNaBwG0iuWA1Dg24ud4ZPIDhjsuZoniBQGD6ZQN4j4yo30O/4JQ7Y/yNHkG8hKuLrZXhDJ6303IBKZ9S02dShlSc0x26bY86g85wFCt85Bt3s+VQPvaXEOgbr+M1CY6mHbpwjB8ciTPMO7RIWasMmzqFg6E/3PbyAPikTTpe2Xk1ytJfmiGzm4+BX0WbsJ7tt+CWKNXyBBkXEUZR9u18aLl38rZ2P4l394LMf3rMduMQGdb/jnrK9C5h+GIjShQ7uyOgvaoysRrbXUnv9o03NOWV9E1IH3qQvtQ0kv9yKTylJJv73P4V+fS078ZLITpzWHyUoSOmMOXSt+Jb5iAxpHLTaZDxkBQ9kfNJoSTXK7i1CNyF02RtYu48KaxVQoIvkg/Alq5SHt2pcZLO2KFZM8AK2jtilv5UTsigCUtppWYsARlIAkiCgqDmONPqdJrPgMu4nqhbdT+8MsAifPRmjx7pB1G805D6aS+f08cn5cQN7aL4g7fypdRl7bJFhadrAH6DvmSqymejZ8+Tpdfh1Mnwum0B6N8/PxCyAmPomcIwfatfXi5XTiFSr/IM60SNHXW9n00zLCYhOJ6NJ+4mR7VBltOKxm9v/wPiGJaXTpP7rVfofJQPm2pQSmDkcT7n4JVtaZcexfhhjeA1lkc/iR6+ByXHIt9QljPM9Tb2Vw3neYNBHkxE9ufz51Fi7LmYPcYWZxynNUq2Oa9sldVqaUzqN33Uaq5WGsCLuVA37nYZQ3V5kRJBfdZMUk1m6jd+WPXJ49kypVDBujbyAz6DzPEwoix0OHU6gbxJCseXTP/AjfygMcSH+6OWdGEMjr/R8UFj1xB+dj8YulNry5xr0xYQzK2jwCMhZjDemBseX1CyL2YXcj1uRj++VlxKA4xOB4j2mIciWhE5+k5LO7qFjxAlHT3wHfGA87gKj0Czi6cgFlO1fRrQOhAhAcFoWhqrxDmzOJ15vixUszYYk9kVwuynMOIY9J69C2tcg6uRemrM6CYDOiObIca/RAHCENoVuSi5jdb+ISlRT2uwcEGUprNQN3PYHSVsvuvk9RGTKgyTa2ahtpRUsIrT+KU5BToDuHPT7DyPXti1Ps2JsD4OOspa9xM8NrvyfEUcoen6EsDrkDi+hz0mPb866Y5EH4OKqarvNEsWLWhKExu8sON4oBSemHPaQ76oLfqe8zHQTRLTKi0/AbdS91a+ZSu+Jp/Ebf1yrfx6iJpO+MudQVZ5L784fk/vIRBRu/oevFtxF73lQEUfQQK4Mm3MDx/ZvZ8OXrpAy+ELVv216YlvOL75bK/u2bTnpPvHg5HXj7qPxDOJMipbEnSunxTAqOHSB91KUnbTZ1Io3lgQ/++Bnm2kr6XX5XqzGqjFbKNi3CZTMRNfKGpu2uwn1I1QXIe09stq01oC3YhDF+hIc3pcpoQ2WtIrD2CPkx41rlgjTZ1FupqrcSYTpGfN0efo+6jip1iwpmksSU0nmk1W3ip5BreTVxPluDxrcSKQCSIHLUFcNqv8m8Ej+f7xMexykqmJjzHONyZ6Ny1Ld5LxwyDRu7PcK2rncSVb2LXrtnUl3fYsVUEMnp/whm/wQSdr+CzNa6Jk917xuxhPUmeNc7iCeGIMgUWEc/iSRTYFzzaruhHaJSQ+jlTyPZzFStfa9NG/dwKqLSL6Bw3wYcto5r7fsE6DDWdhwScabwihQvZ5qzradKeNdeqHz82f3TV6d0nMxHh7O+EsnRtoeosaSvOmctot2EKe2Kpn2BhRvwqT5KSdpNODQ6ZA4T6XtnobTVsCt9ZpNI0dVnccn++xl59AXU9lrWRN7EOynvsTjyPrL8B7YrUuQuG/GWI4yuWcJtJc/wTP7NTNa/j0XU8G7E03we9lCnREqr6zmhali5Jp4wcy5qR12r622kJrAn/nXZ+NTnue0bRJ4peTyKqix8Dn3TYmwzmv5T8D3/NqxH16F/fyr1v3+Ey1zbfD6DFb+oZHrf8BKDH1lEQHxvji59ld3v3omloQ9LS4+bIIqMmPYAFqOBQxu/P+n1lRusxCZ2o7aqknpD27k3XrycTrxCxcv/i5Z5KFtXf41CqaLfiPGnNEajSKmrKCRjzULiB11EWFKfFvut2OurKd+6hKC00WjCE5vO7Tj4A6j9kCUPb7LXFG9DdFoxxo1o8zyNq1n1vl0859LierrWbsOJjIygka1shlctpnfdRn4KuZ71wVfiEk7umHQJMrYoB/NG7FzWBF9D96p1TD98O9H1B9s+QBA4GjmebV3vJKZ6B4Oz3nQLqMbGj3INOekPo7DVEnvoBCEhyqgceA+C00bQvo88x/YJwT7gJmRlh3Fmrm13zsrgOPwHTcF0ZB3Gwox27UJSBuFy2KnM6Tg0QKlS4zhJo0gvXrycHSjUWnqPnUblsV3os/d3+jhlTBo4HdhKOmg46HKiObYSe0h3HLquAAhOKxGHv8AUmERNrPt53jPjLXzrj7O/18PUBqSA5KJf3meM2/8gGlsNP8Tcw4Kk19kTfDEWuV+rUwiSkyhrLoMNP3NF5bs8UPQgL+ZN456Sx7mkeiEBzmrWBUzklei5zI2aQ6bmjxf5aClWMgOGIuKiq2F78/4WYqUg9hKcooL449+2GsOcdDHmLufjt/t9lKV7m7aX11nwGXoDwTMWoojth3Hj+1S+czmGX17DUVPUagy/qGT63fYGPaY+SW3eQba9ej31pTkNc2wWK+GJqUQmpbFvzbedykPSBLs96iX5uZ25HV68/Kl4hco/gDPhTTmxs7zT4eDg5jX0GnYhWr+2mxm2RVWLue/57i1EmYL0Fgn0VUb3OUo3fIHLYWvypujrrbjqK3Fmb0Te4yIEuXtFXG+0oS3cjFMVgCU0rc3zqGzuVX2LqtmF3uhFaUmUMYNSn25Y5c15MgqXhRH6bznoO4SNutY1/TuDS5DxW8hVzI+bjQ05U449SmLN1nbtMyPHsT9mKsllP5FQsbbpWqqMNkyBSZR2nUxY3o9oDMdbHefwj8WQfCm+ub8gM3qGWzmTL8AVFI9l+6IO5xsw6EoEpZbCzUvbtdEluBNaK04iVES5HKfD0aFNe5zORHqvN+XUEARhrCAIRwVByBIE4dEO7CYLgiAJgjDgr5zfv5XT4VXpfv5lqAPD2P/ta9jNbXuAT0QV1QMEEWuBp7hp/GBXlB9GZizHnNJcrCMofy0Ki57S1OtBEAmp3ElE2e9kJ17j9qRIEufkzKdX0WIOBg7ng6S5ZASe1ypBPtRWxPm133NL6bM8n3c9DxU/yJX6+fQxbsEo+rE2YCIfhz3CU3Ef83LMG6zUXUeJMv6kOSydoVGslGiS0auiGVHyEX625mdv47XblYEUxlxCTNGPRBeuBhq8KoJA7dCHcfpGoPv5Afx2vINgNzeMbUauiyNoyisE3/wFqpQRmPcsQb/gSmqWPUFxXnbTeQRBIGbIZZzz4OcgCOz/5FGcbSwQ9Tz/UvSF2dSU5p/02sJi4gEozsv5YzfHi5f/B16h8jdGb7SdMZFyIgXHDmA1G0kZ0EbuRTu0FA9lx3ZTsHc9PS+6rqlnSqNIsdaUUrF9GSHp41CHxjWd33FgBbhcTWFfeqMNnHa0xdsxRQ+BhmTLqhPukdC4gtSQmHiiQGlE46ilXtG6/n9q/TZUkoXNQRP+Xy+3Qk0K73Z5hVJVPBOzZxJftKpd231drqPCN4UBuR+gcDTXHa4y2ijpdhVOmZrIzG88jqvrdikCEr65v3gOKspwdLsIsSqHqqKsds8tqrRoEgdhytmG5HK1aSNXa9EGhVFXXtjuODofJZLL6dGgzMvfC0EQZMDbwMVAKnC1IAgeXeQEQfAD7gW2/bUz/Hvz/wn/Oh3IlSr6XfMolpoK9i9+rc3V9xOLAIhqX5QR3bDk7Wm1vaVXQVm0HUmmxBrlrtyIJBGcsxJzQCLGkDQEl52UYx9i1EZzvMtllNWaST22gJSy1WwLmchP0XdglblDtJQuC0MNq7mv6GEeK7qby6o+RucoZ5fv+XwRei/Px7zDk3GfsiDyGVbpruWAz2CMss4vpp0KZQYLCCJL459C4bIyJXcmSmdzz5TGe3A05RYqgwfQ89BrRJSsA9z3UVL6UTl+PqbkS/A9/A2hy6ejPbIMHJYmj4g8tCsB4/9HyB3foT1nGracreg/mEbOD/NwOZrfdT7h8fS8+n8YS3PIXj2/YX7NXpXYVPf6QdHRZu9NewSHR6NQqjl6pH3PuhcvpwvvV8PflDOVk9JeyeHiHPcDrEv3vicdo9Ej0IjkcrHr2zfQBoXTffRVDTbN5yn66V0QRSJb5KZINhOOAyuQJQ5BDIhquh/a4m3uuOeYoU3nOhFZw4vDKSrbFSkAaqcRq6x1Z/puxl0YZEHkadru8CtILpSujnM1GjHL/Pkw9llytL2ZVDqP8JL1bdpJgoxtSXeisVeTWvRdq33ldjWFURegK1zr0e3Y4RuJJbQn2qItbY7rih8GgFjc8YtKE5+Oy1iNtbq4XRuf4CiMVaUdjuN0OJC10ZzsTOL1ppwyg4AsSZJyJEmyAV8BE9uwexaYDXTuH4OXs5agLj1IufhGyg5tJuvXjj2wjaji+mAvy8Jla/AInJCnoSzZiy08DRpyCLXVR1HXF1KZeAkIAlEl6/AxFbM15jpK6510M2xjgH4lu4IvZkP4tKZFomhrNg8UP8QU/fvIcbBUdxPPxsxndsybLAm5jd2+w9ErIjq9qFRusFDeRqf6U6HMYEGvjmNZ/OOEWPK44dhdxNa39jZLopI9/Z6mJrAnvfe/QI/D85DbjU1ixTDkQSrHzsOpDSFg2+uEL56C//Y30ecfaRpD5heG34j/EHzLItQpIzBu/oSsL59otaAUkjqM6MGXkbd2IZbaiob5uX8nwdGJKDW+lGS3E37cAlEmIzI+icLsI3+4Op0XL38Ur1D5G3K2iRQAm9X9cFdpfdu1gbaFQ+621VQXHKPvZXcgV6pbiZS643upPriWiHOvQRkQ1uxN2b8cLHXIB0xrNZZf5g84tKGYI9uPNvGrz8cpqih2dryqJkoOnCfkn4RZ8ymQd6HS5GjyaDX+EQ2FPFLyAG8WXcmM0meJtWW3M3IzNlHLF9FPUKhOZmrJHNSVh9oUT1W+yeTrhtC9eEUrrwpAccRIRMlBYMlmj+OsuhSUNcfB5fTYJ2ndvV0Ei6HDOcr83B4uh7H9RHiFWovDYmp3P7j/jvyRBnJeziqigYIWPxc2bGtCEIR0IFaSpJV/5cT+KZxNSfWNH7UJ500iqt8oMn/5nLKMkzvJlBHdQHJhL28jVMhhQVZXgiO4uTKkX9kuJEHEEOlu7huev4pqTSzFAX0RJQfnly2kQhXL2ojpTaJjiOEn7i1+DKXLwrsRTzMnai4bA8ZTrWi7aW9bNAqTEwVKe9tPheN+6Szq+iIgcE32fxlT+DZKp6lJtLlkanYOeJH8uMuILVjJsN9vIrL4V8pr3ffcHt4b/cVvo7/oDaxRA9EeXU7o8unYltwFLRaXZH5hBFw6E9+Rd2I98iulP7/Zah5xI6aB5KJ836+ttguiSGB4DIbKkk5dT2JqOnlH92OzmL1ixctfileo/I04k6FeJ2veKDTU2Zfa+CBupC2R4nI6OLDyI3RdehA/YEwrkSJJEoU/voPCP5SIc69umoNkM2Hf/Q1i3EBkEd2b7omyKhNN2R7qksaBKGvzfHK7kfCyTeh9Ek/a/EvmsuMU5K3EiM5WQpkisk37203ziXIV84tqDD0dh3io/DFEQ+FJf2d2UcXn0U9ilAVwVfErKFyWNsXKgdipqJz1JJX93Gp7bUAKFlUw2iLPXBe7fyyCy47MrG/z3JIgA1fHeSOiwr3q2bg6eiI6HxVypardRHldg9fCajKiVJ89QsXrTfnzEdyNHuYCD3bC9lZBEHYKgrCzSl9x+if3N+JsCwETBIFek+/BPzqJfV+9grnanXvR3gerIsItQuzlWR7eFHltAQISjsDmYia+5Xsx6bpTYpZhKsshxJhDVuhIEAR61GwkyFbKhohpTc/s7qbdXKFfwDFNb+ZEv+ZOhD+FUNxTFSCnat+Yr1Lo24uPu73NjpDL6KdfxS1HbmFgxXfoa91Vu1wyNUd6/Ietg+dhVQXT+8BLDPv9FuQZKxCcNhAEbBF9qBn+NOVTFmPoNwNFVSbiktsQfnoKWlRW0w6ahiZ9EpUbPsWQ0eyd941IwCcikYqDG1rMz/0s9wsOp66yY094I937D8XpsHN4x4aGe+IVK17+GrxC5W/C2ehFaUlQuHtRtarMM0/hxFCvlhTsXU+9vpi0sddTbba32ld7ZBOmoiNEjbqJalvzS8ixbylYDCgG39DqvgQe+Ayn0hdD8sR2z5eS+REqaxV7utzQ4fXIXHYUko1qV3N5Y7lkQyOZMYiBHvaJjmzS7Xv5Tj2JBT638bD/y2gkMyNt7gT4lmKnLYzyQL6NvJ8QewljKz4FPHNn9H4pVPh1J7l0NbSMFRcEqgNTCaw94nndotsjJEie+SVCbSGC5EQKjOvwXjiN7p4Act/gdm1cDgcyecd9C8z1tadUaMHLWUkR0KJWNzEN2xrxA9KAdYIgHAcGAyvaSqiXJOk9SZIGSJI0QBccehqn7OXPQKZQkX6tO7Ro/+K5HVaLkmkDEdR+OKqLPPaJJvfzxOnT4PmQnKgNeVRq3b2xwuqPAlAc4G40m2zYTq0ilBzfdMD9LLuk+gsq5RF8HP5fTDI/OkOj2DDU1uAn1RMgGVBJp/ax/UfEil2m5rfoW/k86VUq1V0YVfwBt2XcRHTON8hc7ue1ISCFrYPfYl/vJ5AEGb0OzqHnyiuJOPwJMqu7JLBLE4Sx97WUT/6Kur43Ihz7GeH7B8Dm9rALgoDfBfcj+oVRtX1Jq7n4x3THVNE6ab7MYEbt44+1k0USknoNRBcWxcYfmstVe8WKl78Cr1A5yzlTXpRTJSTKvTpWUXi81fb2BEMjx9YvwTc0Gm3XQa22S5JEyfrPUemiIbm5PLBkt2Df8y1i/GBq/BKbtiurMtEWb8fQfQp6exsfzJKLlKMfEFv0I0ciJ6D3a78hpd5ow2YoA8Aoa26G5ety18WvFz1fjKkOd47OVqU7dKFMFoFeDCbOWeBh297vM1ebxu9BExhSs5JYszsW+USxkhl+EYHmAnTG1gnwtQEpaCzlKGy1re95g7dEEjz/qYul7thkV3DXNufTiL3hY0MZ0H5IhcNmQaboeBXYaKhB6+cp8rz8rdgBJAuCkCAIghK4CljRuFOSpFpJkkIkSYqXJCke2ApcKknSzjMz3b8vf9Sr0tnwrz/ykanVRdDjkhnos/dReqDjBoDywEhMlW0IFYs7hFRSu58FSlM5osuO0ce92BVSn4VV5oNBHYHMZSe+fj/ZfulNHpM003aibcf5MegqnELHiyPlBgvVtQZG6BfzvuURlptvZKXlBpZZZvCd5VZWWaazynwdn1ru4wnbPC5xrMFH6jiE9Y+GgpX4dOfrri+wsOtsqlTRjCmez6Sd19G9eJlbsAgipZEj2Dx0ATv7v0SNX1ciD31E2soriNr/LoKj4bxyNfV9puMa8zQU7UFYfk9TaK8gylGnXkhd5hYcpuZeK+qgcKy1FR4RDwqVBrulbU/5iYgyGedNuJrcw3vIP9ac1+IVK15ON16hchZzpgVKZ70pAKEx8YiijNK8zKZtJxMphtI8yjP3EDVgHILYOgzLWHAQU9ERfPpParXPkfEzWAyYe7buKB9waBFOhS950Rd7nkiS6LZvLgn5SzkaMY59Xa5tcz4tRWGE1d2Mq0zVHJ6gcblfYCbRMw9nj8JdRGCAbRcAcY48Ql2VZMsSPWxPPFdLfgmZhkGm4+KKj5u8Ji3FSkHwUFyCjPjKja2Oq9e669z7mFp/GMgaPgqc6iCPc8lyN+AKiD2pR8WSvx91WAJyTfsrlzajAaWPZ4djXYvwqvoaPX5BIR2eqy1OR2lib9jXH0OSJAdwF/ATkAF8I0nSIUEQZgmCcOmZnZ2XP5OWFaJaEjv9U7nEAAAgAElEQVToIrS6CPK3dpyCJPPRIbVoTNiIYHM/R11Kd9Uug94dRtZYLt7HVkmdOhwEER9HDQrJRrk6oen4KNtxAPb4DPMY+8TckoHOvXxsfZDbHAupE3z4WTac9+VX85ZiOvMUN/C+/GqWyS8iW+hCL+cRHrB/wNeWO7jf9j46qf2cvM6KlRObQYI7HGxR19l8lfgC1fJQBufMY9LOafQo/g6Z012mWB/Sn939X2DTsA+oiRlB+NFFpPx2B8r65ud7WdRIpJGPIpQehLzmginKuH7gcrZ6F4sKFZLL6eEFM9kcCGLnQ+bOufByNL7+/LxoQavtXrHi5XRydpXg8dLE30mkACiUKnSRsVQUHT+pQGkkZ+sqBFEkZuBYj32Vu1YiKLX4po1ptd1xaCWukGRc4T2btsnrS/Ap/J2SblNxKbQeY8VkfExixVoOxFzJgZipbcYyn3i/480ZOJBRpmz+iNe63C5yk+h5jiJZDBnyFK43f8b15s8AMKNms3JoR7cAvdHW6qPZJmpZHzyFCeXvEWs5SoGmO+AWKzpfFVaFP6UBfYir3Mzu+JuajjNpo9xzNJVQE9hckUxuqsCpCgDZCSuP5hrE0oM4el/ZYWy3y2HDWnSIkPQ2BCDu/BQAq7GWgKiENm0ArGYTNosJ38D2w8e8/D2QJGkVsOqEbf9rx3bEXzGnfyph/qqz7iNQEGVE9x9D5i+fE1VThiowvE07q6huCktqdbzTioQAooIyg4XghiqMDpn7uapwmrE3/L/S5RZLVlnzM1flMmMR1JTV2YHW4cItSXFlMcs2hyIhgoeVT7Bb1qvjC5MkUqQcJjh+4ULnBoY7t/Ky8g42y9ouzFJusBDmr25zX0vKDBbCT7QTBPL8+pLn24e4+n2MrPyKc3LeolfhIvbFXsfRiPEgiBh9u5A36Amq4i4gfussUtbcQu7Q56kPc4fFlUWPJEI7H+Hgd0gJ5wIg+rifsa6GkF0Ap82KIMoQT6i66LBZEOWdXwhSa30ZOWk6qz57k9zDe0hI7dfifljPutwqL/8MvB6Vs4yzIdTrVEVKI35BIdRUVXbKVpIkcnb8QnBSf1T+rT9eJZeT6ozf0SYNRlQ2hzG4aoqRKrJwJg5v9XHtm70aCZHKLp4f07qs5aQVLSErbEynRYri/9g77zApivwPvzU5b46weclZEJAkGDDniPE8s56enjmdOZ+eOWe98zzPiIiCoiACknPchU1sjpNj9++P2TQ7YRcERH/zPs887k5VV1c3a3V/6pskN6Nsi9hhHINP0bXwdrh+OSK4fgE8arqDxZrJbFUN5kvdyVyX+Bx1ysxe70XP86+2HIFH6Di09duI/auSx2Nx78bs6koX7NYF76HOExo0r7LX4DeFB/8rdy1CyBKBoukx5+betRLZ5yZhUHTBJcsyblsLWlO41aYDe2vw72JvLCpx4sQ5uMgaNQ0AW1mMIq8qDQTCn2Ui4AtunLSvxQopKDakCPF0gfbg+Y6U7/VWNw0+HRrZQ1ogvJBtd0YGtqDBzwOaG3sXKQBCsE1RxD80V3G59nFqRRq3eF/GKIeLrWhoZTfTXAu4tu2f/L35Lv7R+Bfubb6DC2ofZ1rr56R6e6R4F4IK82i+GfkM3wx/GquuH4eVPsPMjbei9bW2X7MHW+YEth39BgFNAv1XPw0d90ihgqIZsLurZo1oFx6y39Mpcn32FlSGcIu312lDrTdGtZ5FYuqJs0hISeez155A6lFb62AT1XH+GMSFykHEby1QYO9FCoBCo8fr7NuiXrZ9A67mGjJHTQ9rqyndhORqQ180IeT7QMWK4H/zQl+a9WULsaaPwacPFTx6Zw3jyt5kd9I4VhReESZSoonCI5o+xhSw8lNSaHkIY6dQiZyC2aaw8IzpRu62PMR7hotoUuzdS7lHaWCDeTLD7UtQyOFZ1HYnBYukZbV2PZwkpQ6fyojW0xzSV+Wow2cMF0vKXT8hJeUjJ+XFdINybPsJpd6MpXBs1D4Bn4eAz4PWFBooH+r2FZyXKTE56jgHirjbV5zfEwfjLrUxJQuhVONqil7klYAPFJHiBQPIQtnpFiW191G0x9O51QnofMGU6a2aTLwKLea2HZ3uVj9ppyEjONL9Xcw5LlcG3XHHSDHEVBSqFNk8qbkKCw7O9X8ZtV/HnHSSiwtsb/FSwyVcbX2Ood7gOatUOUgoyHNs5PSGV7i7/M/cUn41E9q+CVnb62xuahNH882If/Jz8d9It23kpLVXkWLf3tnHa8yievhl6G3lJFR3xQfZ1EkInxN87fez3d1Ooe+KB3Q2VGBMC3fxdbU1dRZY7itavYGTLrmRqtItrPg++r2JE2dfERcqBwm/Z5HSkdXL7bChNcbOwNLs8NDs8FC7fhFCoSBj+JSwOXhqgllfdP2Hh7S5qrcja83I5q4Xb6WzEa2zFltaeKHJrJL/ISNYXnhVWCriaPc717WVSa1fsdxyFJX6QSFt5kDw4Vnh0tFs98T87Ck951NiHINOcpHlDq9DYNP1w6VOINW2NeR7n9qM2mfr+kKWUTkbCRh6ZFRyW1HUbSaQd1jMOcmyhGvnChIGTEBEKNTY4fbla88ao4kRw+J2BOelN4Xv6sVif8SnxInzR2df11PpiVAo0Sam422NYdXwuSGSW5EsBV2/2gm0W61VgeCuvlOTjNHbgJAlZKGkQl3IIPf6TktLszKF5ZrxzHR/S5GvJHz8dsoVOZSKXC70fUaW1LcUvN0pVeSzVjGUyYEVMfvVt7m4xvpPjnN+xSrteO5LephrU9/kgeSHeSbxNh5Mfpjr017nwby3+DTtKgBm1T/DDZU3kOjrkZZbCHZknsjckc8hZJkjN9+FMtBlGWnNmY5Xn0ZSRZdIk9XBWB+8wXVYsgX/TRTG4KZQXZsbe+1ODOl59MTZ2oC+3aNhT6wqY6YdS/7gkcz7z6txq0qc/U5cqBwEHAwiZW/pHo9ia67HmBB9x7yjRoosy9Su+4HkojFojOHpar11JSj0CSjNXS/YTQ4voq0SKSkvxDLiqQm+rDuSQkVFs81FfuMiylOn4NKEzina/dYH7JxR+wKtqjS+Tbuwa6x28aHytOBBg0f07pe8t4Klg926YgAyvF0pJTvHE4JG0yBS7DtCjvGpTKj8XakmFV4bQvIR0Idev6Im+NCX+h8a07rga6xAcrVhKT405lx9nuADTq0Lj93pwNNeDFKrN8YcK06cOOEcbFaVequn17olsr0BYQrfrReSH6lbzJxX2579yxt0dWowDUQTcJHoqqDe6map+UjS/HUMd3UljnvP+CdaFEncYnucQn/0wroPa65HSYAnvI+QIjdH7Rf5AmTypCq2KyInROng+MAPHOpZzr9MF/NSwo1s0wyLeG82u5NZlHgqT+a+xDuZd5Lm282NldeT4w5aTbrXm2kyDWTxwNsweJsoaFzQNYhQ4jVmofJ0JSlQuJqDWR3bs6j56raDUo0qJShMvE2V+BytJOSHur/5PW5crQ2Y0/t3ftdXsSKEYMqJs2ipr6F0Q3hCv7hYibMviQuV35iDRaTsjTWlu0hxWluwNlSTUTA4St+u8VsrNuNsqiZrzJER5+BrqUKdkoNoX+w77pFwtyF3e+ludnhReYNWDp+2Kz6i2e7B7K5FE3BSb+4KLO8+Vk+0AScX734IS6CZ/2Veh1eh7xyrA5PswCYiu31FY2/FiloKHudRRN4ZtRr6Y3bXdPkqAwGlDmXA0+lypfAGrRgBbagYVDSVIAtFr2mJ/a1Bf2pdWvhOXHfkQEdqzC6rVXIPASS1p8VURrDMxIkT5/eHHPCHZWvsoNbqAmstWMID7UXAB90s3B5NcO3WeoJZturMQwAw160GYIP+UBpUmRzT+gmq9rojNoWFxyx34hQG7mx7iMme0CyIHZQr+nO79nYSZStPex4gT4rhqtaDGYGlJGFlnWJo1D5K2c9VvvdZqxjCXMNJfRtYCNaap/Fs/6cJCDXX7r4dXSDcZbomYQyt+rzOAr8dL/+SUofS35VCWWmvQdInQ/va6qvZjCqtCNEuBu0V6wFILBgVMr6tIXgvugsV6LtYGT5xBhqdnrWL5/XeOU6cX0FcqPyG/J5FSk92b1sLQFZxeNBid5ECULn0S5QaHZkjD484B39LNerEYBar7vdIeB2gNbWPGfy+Y8EOtGf76hAGJk+wDopNn911jhj3+5jG98n0lPNh1s1U6gdFtIjoZDcecWB2NofYfwGgVd1lVUru5gZl12Whkrzo2wMuAQJKbTC9ZTsdQqUjDWjn960VyAn9SEmILbp0/qAIVJvDd0U73L6CtKe87ENlaDlC4cloxNMSx4nTxYG0qvT2sirLMj57KypTlLpItjrw2BEp4ZkAhd9FQNVllQ6o9Hg0iRidwY0RpzaVRmMRw9sWBd3EhIIvki4kzV/DBU0voJCDsSwNynQeSLiPXaoCrra/zNW2FztTyHdnm6KY2zR3YJBdvOC5m8mB5b1e/+TACm73vcgGxSAWKMPTIHdgwY4RF4uUEyPWqopFrTafDzJvRSc5GegMxht2t6ogBG51IhC6ZmptFXhMwZozyDKauvV4U4NiSvI68VWtR5N7SGd/x67VqIxJGDNC/y1adgctUYn9Ym9YRUOj1WFKSMYbpQ5L3KoSZ18RFyr/z/k1cSnd2bVuKVqDmayioT36hY7vsbVQvWYB/cYdi1pnDJuDHPARsDejSoiQLUvyQ48dPLkzEDM0TaVXGRxb3e73HEukZHrKGGtdwC+Jx7DdeEhUK4hb6NDKey4uO8eTZfSSgxR/Pdm+cjJ8u0kMNHVaTwAUsp8ix1qOaPqIdeap7NZFLkzpUQVFhtrftRMnCyVq0fVQU7QXCJNVPawybhsqY+9B7Upt8B5K3tgvLYr2ivSSP/q90WiDc/C4+u4HHSdOnIOTgMuG5HOjTUiL2C7XBd2ZRPrAsDbhdSKpQt1EHYZ+GB1d1o5fLEeR4q2h2B60qmzTj+TzpIsY5lrDrKZXUMrB9b5VkcSjlrv4n/5MJnqX8nDbHRT7ttOTzcpBXK17hHLRjwe8T3On97mI1pVUuZkrfP/iHu8zbBeF3Km5LebmVEdxSCd9iwnqWVelXDsQPyry3Vsi9tf6W/GqumL/Whuq0Tprcba7OiutVagcdXizDqHO6sJbvgokP5rCiUBQUNp2rsJUOJYGW+j63FJVgkKpIiEj3GLeF6uKJEl4XE6UqriVPM7+Jf4X9htxsFhT9oaeIkWWJHatX0reiPEhedp7ihSAqhVzkQM+8iafBoQLJb+1AZBRWtLC75EsAYqQ8wfaX8KVPid1/i4LQUdcitld0+v1HNK2gIBQ8UPymTFdtVpFAolyK0lSCy2K6Kl4g3OV6SdVM9C/g4GBEgqdVWT4qqOmuvQILW6hxyxZUSDRpkrhy4yrog4fUAQtA6puIkelViO8XUJFtKcGlZShD1qV5AZ17HomKSYtVmPwGr3WxhD3r1BrCqg0wd1Rv8fd3h5utdAZgv82Hqc9rC1OnDi/L9wtwXVVmxg5/bpcvRG0RkjKCWtTeNrwa0LXH6u5gNyqb1AEvEhKDdst4xnfPIcj6j6gwjAUr9LAUvNRaGQPJ7b+h2R/A/9OuYYmdQaSUPK54XQ2qYdztf1F7rE+wH8N5/C17oQQK0ejSOFG7b1c5P+E0/zfcGRgCeWiH9sUhQRQkidVMUDehQKJH5WH8az6UpwietwdQJNIwoeSfLmS+X2sq9KdNF81Kvy0qcLX40THLpKc5exM66ol1m/3/OD9ygwKEUPpt8hCgTsnmAnTvXk+QmdBkxNMLuOq3orf1oi5eHz43Ms2k9ivCEUUoVFndcVMyrB64Vwc1haKRkSuMwPx2ipx9g1xofIbcLCIlF8bl9JBQ2UJzrZm8kdO7NYvfGxZlqlaPoekgpGYMvIint9vDbpsObUpEf44BW5/aLpenz7oluRuroaU9M7vndpU2vT9yG5ZxRLLzJjXZA600qpKo9oVIZVmN77XzOBkzxxOc3/JW4aLe14c2VINw/2bGerfwjD/FhLlYMCjXRip0hSwwjCFBlUGToUJt9ChJIBOcmGQHJglK4lKNzZVMi3qdLYbD8GljJ5FS7RXGJa6+XoHs+R0c79qjwvpboVKMWpwq7TB1KFR6HC5MmQFrTnO3VuwFEVPT9xhGfN5wt0uOjAmBEWPwxq92nOkOcSJE6eLA1UAMsOij7mrrrYHs2jpUsOFiCzLiJoNkD0CoQh32lA4m/FZikO+a00cQn7lVyRYS2hJGookVHybeSnnlT/AjPp/823mpSAECy0n0KTK4Kym17mh9m4+Tf5TZ4X6HeqB3J3wCJc63mCW80MG+bbxkvla3KLrZdsnNLypnsXHqhM4PLCMiYE1HBLYiBKJMkV/PlUez2zlUdQoIhex7IlL6NmuKGSYFG7F6QuHt36GV2hYaemK16yzuckw6xha/T/8Cg3bM08AgkkIciq/wpY2BndCAQR86Eu+xtNvApIxHTx2PNsXoh91Ymd8StuWRaBQYhkUzK7ZIRxkSaKpbDMFEyMX8u2cSxSx4rC1MefdZ8kpHsrY6Sfs1bXHidNX4kLlAPN7FinRqNy8CoD84cG6J5FECoB19w6cjbspOuKCqOf3W9tTK5rTwxuFCAkeB/AYgsUMDa4amglNUVyVNIEh1Z9j9tZj00QYrx2V7AtLsRiJemU6P2gO5zjvPMb417FWNQKv0NI/sJv8QDnJcvAlvFkksV41nE2qoWxVDaRGkUmSuXfXgFjxE8k9XtwV7a4PHWmXk42a9vSdXS8GnYXT2ncVO8fXGMDVlTUmZA7dzqMyWNCm9MdeualrHsZwAaHU6BBCgc8VvYaO0dIuVNr2MPNOnDhx9orexMavwdFYhVCo0CaGr6v+1mokexOKUaeHH+j3oPDa8OtCXU9bEgcjCRWpjatoSQq6D9fpC1meciITm2ZjUyWxJPV0EIKNhnFUafKZ1fQy5zW9wiDXBj5LvhiPQo9TYeR50/Vsdc/jAuf73NP2AE+Zb6ZZ2cOCIyzMVs1ktir2JlZfWKsYxrn+L0mSW4HeC/x2VKof4ljOYdZvWZh4Cg5laMKTrNZVDKyby6bsM/Gog235ZR+jd9exauh1KADD9tkoXc20Dm6/z5u/goAX/chgUL8c8NOy7ltMBWNRGbrGr7d6ULbswud2kl7UeyHMnmLFYWvjxTsuxd7Wwp/ueApFBDHanbhVJc6vJR6jcgD5vYuUSNYUgIaKEoyJqRgTU6KKFIDWso0AKLKHR+0jOYPB4cIQ7lolIaDdktCBT5eMT2XCZK8I678981gkoWRC3f+ing+gXDeYjEAtlkBrzH4Ab+sv5G39hbjRMtm3jOM835IiNbFBNYzX9JdwnfkprrQ8z/PGa1ignU61MnuPgyz7grY9DbFHZe50tRKSD1kRvvcgEyqChCkdyd4Q1i8SpryR2Ms3IMcQckIIlFodAa8rotsXgN4cfFA6rL3f4/1FPJA+Tpx9g6OhCm1yZsSsX96q4DovsoaFtSldTQBhxXkDKgONKaPJrF8Sshn1c+rprE84nMOavmRy4yed63+rKpVX0+9kXsJpjHEu4Ybau8n2lgcPEoL5+mP4h/kW0qV67mv7O/n+8HpU+4r5yqkokTjS/3NnAcjeSPLVcUHtk+zWFPJVyp9D2vT+NqZuf4wWQx6r84JtBkcVRaXvU5sxlca0CQivHdO6d/FkHoI3exz4PbD2Y+g/lmZD0E3Xun0pvrY6UsefFnb+6s3BZC1ZQ8JdwiLRIXilQIAP/nEHDbvLuPze58kb1LvQiRPn1xIXKgeIP6pIAWitryI5K7zqbU/sdeWo9CY0UQIwof1FVqFCqCP4+golor16cdd3Aps5H4s1vPCXS5vK2tTjGdKyiBzb+qjnLDUEF9tR7vB88D3xCQ1fa4/lFsuj/DnhVc5LfJebLY/xgvFq5muPolaZGZb9qqc1ZE+JdLzO24KMwNMt0FIhBf27uwg+1BP1oS5tCksGOFuQfaEP1UjuVqa8UQRcVjxNlRGtKR2o1Fr8vuh/W0qlCp3RjNMe2ZITJ06cvrGvdqd/zTiOphq0SVkR27w1W1HoLZAQ3q5wBa3OpuRwS0xtxhS03lbSGld3xXoIBfMz/8T6hMOZ2DSbo+re6cz6JQkl8xNO5+X0u1DJPq6ue4gB7o2d423QjOJ+y70EhJK72x5khHfdXl9vLCoV/dgsijku8EPYRlokTJKVK6vvQUGAt7Puwqfo+ndQSj5OLXsYrc/KokF3E1DqUAQ8jFz/CJJCx5YhfwHAvPp1FB4r1nFXBp836z8BVwuMvaBzrIYlH6JOyMAycFLYHHatXkRS/wHoE2LHKnZHlmU+e/0Jtq1ewulX3s7A0RN7PyhOnH1AXKj8P6HJ7tmn7l49EQpFTGsKgFKrJ+DzdtZH2ROaHV5kpRYRCD9HS+JQzPYyVL7wQO3lGWfQrM3mqKpXOq0QPanRFlCmLmSG49sud6kDzJ7u9hs9DTg1ySSZu4I9FX5XZ3KBIB0PzdD7LdpfIGRrV6KBaDEh+vaUliprdcz5yLKMXhM7xkel1uD3xlNWxonze8fdUk9iWmSh4muqRJWaR2aE2AbRkYlQHR6k3pA6FqcuncJd/w118W0XK78kn8Co1h85vfJptN3qjpTpBvF8xv20qNL4c/0/GO7s2nCqUuVyf8L91Ckzudn2JKc4P9sva/wc1ZHky1WMkLbG7KeVXNza+hApvhpez76fRk2/rkZZ5tiqZ8h1bGROzo20GItAlhm26WkSrDvYMOJWvNpkzDXLMG77AsfQs/CnDAJHI6z8AAomQ79grZTKzctxlK8jbfIsRI/aVa7mWlrLNpI6csYeXeO8L/7Dz3M+YsbpF3PYsWfu0bHxVMVxfg1xoXIA+C2tKftCoMSypkAw65PDZu11HL/Gguz34mmpjdje5PCCUgNSADlCsLekMaDwhsZBNNs9NCeNQCCT3BxqNWlyeAkoNMzL+Qt6XxtH7H4t8o6XEHxnPJ6MQC2Hupb0eh17wq+1pkTD7K7Brgv1h1b6HARU3WqmdFxrD9czYQnWlpHagkIlVuB6R1Yfd2tdzPkEfF6UqthCRaFUxnQhi/PbIoRIFELc9VvPI87BQbSMT36PE7/HiT4xsmXc37IbdXJ4kH2wMfgskRVqMnpkyJIVKkoLz8XsqKT/7vmhGbSEgsXpZ/NN5mX0d27lnIpH0Pu7njlWVRIvZdxFlaaACxqfp8jdFVfXqkjiIcs9LNNM5CzXx9xufZRs/+6+3II+86PyMOwYOCkwP2ofhRzguranKPKV8F7mHezUh7pNTaz/L8NbfmBR5oVsSZoOQMGuD8muWcD2AZfQkD4RtbOe3NVP47IUYDvksuCBi18MJk6ZFMwSKcsytsVvozQkknJIeBHKqhVfA5A1+og+X5+9tYkfP3yRvGHjOOHiv/b5uDhx9gVxobKf+S1ESoc42Z8WlO5kDxhBc2UJHqct5pySh04BBA1rvo3aT5HUD5CRWsIfJAFjOkpHfdj3bQkD8WgSyaz/OeKYDYZClmaeS3HbckY0RX6QrNUdSrm6gJNtH6OW981966tI2ZMgegBkmSTHLlwJhSFfqz2t+LRdBdjMqqBQkZWh44v2tMM4W3rPrtXugx6rUKPf6w6+uFhip2z2uBxoDbGLTMbZ/wghcoQQrwkhvhJCXCaEMAohngK2A9GzTsSJA3jswTgzjSkxzH1MlgLIHgcKQ3AdyjD3ECPaoKuqwhN5Y6sufSKNyaMZUPovDI7dYel+NyVO5dOcm0j01nFm5RPo/V3PHLfCyBvpt1KvzuaixudJ9XVtiLkUBl42Xctrxiso8pfwWNut/MX2HCO969DKfYsriYVb6JirmsH0wFL6+8PjJYUscYX1BcZ6V/K2+XI2mELdsfJtq5lW+x6bEw9nafq5AGTULmTgjrepzjqSXQWzEAEvecsfQkg+ysffGdzU2/E9lC6EQy+ChKB1xr3le3xV68k88jIUmtD753VaKV/0MRkjpmJIye6zpePHf7+A3+th5iW39Bo8HyfOvib+F7cfORAipbso2R/ipDdrCkDygEOQZYmdv0TfTQLQJmaQMOBQ6lbMxmsLzf7Uca8UqcGX70Bdlwm9Yw5+UzYqe00wcLA7Qkld+mRSG1eh8UROf7sm7QTKzGOYUvM+ye7KsHZZKPjEcj5JUjNnWP8d+4L7wP6ypACY3dVoAg6s5q6KwkqvHWXAjU8X9DlOMWoQ/vaMP6rQuQidBQC93HtGIIs6KHYUyugJAh1NwRcCU3L0lJ4+jxuP04HeZOn1nPuDeCB9CO8B1cDzwDBgJZANjJRlOb5d+gciVh0M2Ls4FZ8jKDI0hvD/lyVP0OKt0HZZdruLlYAhuD4pHQ3t8+sRiygEmwdfQUCpZcSm51AEwmuTVBiH8Xn/G0ny1nJ61VOdMSsAHoWet9NuRELBnxueQte9Ur0QLNJN54akZ5mtP5lRvnXcanucV5sv54HWu7nW9hxnO//DEe7vGOldF7HKfSz+rToVt9Bznu2dsLbTHf/lcPcPfGycxXeG0JTARl8zJ5c/ToMuj2/6/xWEINleyogNT9CSOJRNw/4GQP81z2Bs2UbF2JvxmHNprC6Hhc9AxlAYExQ3ksuK7cdXUGcNxj8wPKNZ6fx38XucFB9zaZ+vq2LLajb9/A3jTzif5Kzc/ZZJLk6caMSFyn5if4mU/SlKetIXkQKQVjCUzAGjWTf3fbyu8DiQ7vPMnXk5ktdN+dcvIEdww1Ik5SAsmfhLw12wPBkjEJIfbf3GsLaq/scg5AA5Vd9EnqRQ8F3OVXgVemZWvICiR1B+sklLS/JI5hlPYKpzAYc6I1tn+kKB1sqMpo+5tvwWbt15OfeUXMBfym/isJY5aAOhD789tqYA/VqCPtiNKV21TfS2YMYbt0UCqGcAACAASURBVLnL5UK0B67KutDUlx31VTpy7cfCXlMKgLE9ViUSzZXbAEjNDa9C3UHD7jIA0vpHHyfOASNZluX7ZFn+VpblGwEzcL4sy5F9MuMcdByodK+RhI7PHRQjar0pbC6d8YdRgsolYzqS1oK6tiuwvadY8WqT2DTkWkyOSoZuDbrrplt0IYKlwjiMr7OvItO9i4mNX4Yc36JK573Uv5Lsr+eM5rfC5mJXWPjYcA5/SXqRx8y3M1d3PHaFkUL/Lo53zeHPjre41fY4L7dcyW3WRxjmC3/eRMIqzHxmPJsx3tUM93Rd33GOLznd8RGLdYfzqfHssOOOqH4dteTii7w78Sl1qP1Opm1/HJ/awtrR9yEpNaSWfEpy5ffUDrkQa/ZkCPhI+OnR4ABH3dlp+bb+8DKS24bl6BsQPVx+m0rWUL7oY3Imnow5q8saH8uqIksS37//DJbUTA475eKo/eLE2Z/slVARQgwUQry+tycVQiQLIeYLIXa0/zfMZ0QIMVoIsVQIsUkIsV4Icc7enu/3zoF25doTmh0ehBCMO+MqPA4rS/71VEgcQs8569Ny6TfjQlq2/Ezjuu+CfboJIiEE6uIpBKrWIllD3bw86cORVDoM5QvD5uE0ZFOfNoGcqjlo3U0R5+pSJbCg/xWkucs5pHF2xD4/Z13Ads1gzmt7kwGezX27Ce0Uatu40vYKfyv7C9Ob/4dTaWKr8VBWJMzEq9BxfOO7/LX8BtI8VXs0bk/yGxZiM+biNGR3fmdo2wGA05zfKX6EvR5Jlwg9BInsDrpLCE3s3dZko5aWklUgFJj7D4rar6FkHWqtnuTs6CJkd2nwXmbmFUftE+fAIYRIal+Hk4EmIKHb73HidNJTrPg9wR11pbbr+w6xIlRBMSH7Q92pOq0qCiWenIlod69EeKPXXWpKGU1J4Tlk1i8lr/KrbufRdX5KzOPYZJnMhKbZpLvLQvo40kfxc/o5jHb+wpGBJSHHdXwSEhLZqBnJR8ZZPGG5g5uS/sklye9yXeILPGK5i290x5ERqOM266Oc7Py8T/fqW8MJ1CkzuMb6DCc4Puf2lvu4yP4WK7QTeM1yTVhGyDzbWoa2LmRZ+jk06/oDMHHni5jcdawbdRdebRKmhrVkb3yD1uzJ1A06DwDTmjdRN22HGbdAQvA54Nm5HPfm+RjHn4s6PbjOdlg/fC4bG/7zKIbUfgw66ZqweUcTK1t/WUB9+Q6mnXUlam2ETJx7QDygPs7eElOoCCFGCiHmCSE2CiEeEkJkCSE+ARYAe/YWF8rtwPeyLA8Avm//vSdO4CJZlocBxwLPCCESI/Q76NhX1pTfUpz0xZrSPctXSu5Axp56OeWrF7J2zjsxj8uadCbmvJGUf/0itVVlYe3qkScBAu/qj0PnodTgKDoGfcVPKO3hm787ii9EyBIDd7wd9dy7EsZRYhnPuLrPMHvDa4lIQskn/W+mVZPOdc2PM9P+ZcwsMckmLbk6J+e7PuSv5Tcw2LGCxUkn83T+C7zd/16+zLiCb9Iu4rWch3m1/0PICC6ufohEX/1eWVPSrJtIt22hPOeUkO8T61bgNmZjTu9KE61s2oGUXNRzCIzt1hd1WmFYW+f5jVokv5fdy2eTNmwKar05Yj9Zkti9fhG5IyfFdA8rWbuMhNQMUvqQxjrOficBWNXtYwFWt//ce47uOL8r9rX7l+QLrslKdehx6RYtKFUIjZ6AI7xeUodYcRcdDQEvhg0fdZtj+Etwee7J1KVNoGjnf7BYSyPMW8fG4j/jVRmZ0fJ5mNXll7RTKTeO4MiaN8lwhR/fMUb342ShoEWZzGb1MP5jPI/bE59gqeYwznb9l+nuBTHvS7pFh1+oecN8DX5UXGB/h1HetczXH8uzCbfgEz3usywzrfZd2tTpLEs/C4Cs1jUUNC5ifc65tCYNR+m1krvyCTymflSOvQWEAk3Vcgxbv8A56GQomgaA5LbRNu8pVCl5mCaeH3IaKeBn3fv347E2MmLWXai0vRcfBnDZ2/j+g2dIzx3AkElHh7TF3b/iHEh6s6i8DvwbOANoANYCpUCxLMv//BXnPQV4t/3nd4FTe3aQZXm7LMs72n+uBuqB6AU4DhL2pUj5vTHsqHMYMOl41s/9gI3zP4p6DUKhpPD0WxAKJbWzn0Dyh94zhSkV9dCZ+DbPg9bQeBL74FNBKLGsey9sXLc+g135Z5DRsIzUhhVRhcBP2RcBgmnV70ZsdyotvN7/IbaYxnOK7WPubLmP4/wLyNfaSTZpSTZpydb7mMhGTql7hZvKrmVC6zesM0/lmfznmJ96Pm3q8D/VKv1A3ut3FxrJw+W77yfBUxPh7NHR+G1MKH0Jr9pCZb9jOr9XuVuwNKyhNbNbXnuPDUXzTgJpoZaQFJMWT/lqUKo7d92iUbXkM3z2FnImnxG1T+22lTjbmigeFz2DjNfjpmTdLwwYM2mvUlPH2bfIspwvy3KhLMsFET7R1Wucg4oDWe27u9iR2jMyRtqYyEjQoUrMxt8aOZ15hlmHP7kQd/FM9DvmomruEhCR4lW2DLoMryaRYVteQhEhNb1XZWJL5vH0b1tDkrOsx/EKvsr5Ky6VhVPLn8Tgj11stqdoAfAKLa+armaDejjnOz7AIkWuA9X9mI3aUVyf9jpXpr3DValv85b5SmQRXhgzz76WbOc2lmacTUChQUh+Dt31OlZdFhv7BdfcfuteROVppWLcbUgqPQpXM5alT+NLLMB+SFecie2HV5AcLSQcdytCFfrcW/flqzRuW87Q0/9GUn70YsvdLR6yLPPdu0/jsrVy/JV3o4hQ2DNOnANFb0JFK8vyO7Isb5Nl+VnAIcvyrbL8q9NkZMiy3PGWVgtEj8IFhBDjAQ1BkfSH57cWKXtqTelACMHEWTeSf8h0Vn32KqULo1eE1yakk3bcDXjrSmn6MdwCoplwAUJjQPnzSyE59SV9MtZhZ2Oo/Bnd7l/CjivPPRmbKY8h215F5YuchcyuSWV5xukUWleSb10VsY9baeSjzBv5OON6VLKPExve5payq7lvxyzuLrmQO3ZeyoU1jzPK9hOrLEfwbN4zfJ5xNTZVbM+ZOm0unxY/gFpyc0bJPVg84Wl/I1lTVH4nR276O4nOCtaMvDOkXkrmzk8Rkp/6gq5UlOpdCxFyAH/+tJBxZL8Hx6ZvMQyahkId+UUn2ajF3VJHydxXSBl8GMkDJ0S9np0LP0ZvSaZwbPSc/JuXLcDrdjJq6rFR++xP4oH0vSOEKBJC3COE2NR77zh/NPoiejrEihzoiHGL/PJqysjD11AWMQYRgmLFMep8JF0C5p+fRni61umeYsWvNrFp8NUYndXkV3zZcygAtqUfg0+hZVDdvLA2pyqBz3JvQx+wckLlcyik8LT3keguWiSh5F3jJWjxcLxrTsQ+kbAqEmlTJoW5e3Vc47jGL7CrktiYFLRWFDQuItFVyaq8S5AUGsx1K0mq+pHawefjShoAgGn5Swi/C+uU24JZvwBPxRpcm77FOP4c1JmhG1PW0lXULf4v/cefQM7EE/t07QA/f/omm5fM47BTLiEjP3LsYdyqEudA0ZtQ0QkhxgghDhFCHAJ4e/weFSHEd+0uYz0/IT4rcnA1i1rOVQiRBbwPXCJHyZEqhLhCCLFSCLGyuTHcnedAsS+sKb+1SPm1KJRKpl5yF1kjp7FlzptUroyeCcxYPIGEsSdjXfMVzl2rQ8fRJ+AbdzGK+q0oNoXGk9gHn4YvIQ/L8hdRuUOzfMkKNZuHXIvaZ2PwttejBnWuTT2BJm1/ZlS9gc4fpQaMEKy3TOH5vKd5Nu8Z5qZexOKkk1iZcDQ/JJ/Fm/3u5ZHCt/kq/TJaNJmRx+hBilFDg6GIT4vuRyO5OH/bjYxumI06EGXRlyVympZw/LobSLFtZ9Woe2hIPbSzWWerIKP0c1qyp2DMKOw8Rr3lCwIJOUipXQ+ZFJMWx6b5yG47xlGRH1rJRi0Bn4f179+NLAUYcsatUa0gjWWbKFu3mBFHnoVKE/1FZ82PX5GYnk3ekDG93J04BxIhRLYQ4kYhxApgE8Hnwbm/8bTi7Ad6c/+CPRMrQSKvC6bcYUiOZgJt0S3G6SkpWCffjNLZiOXnp6BbcpMMiy5EsLQkD6c2/TDyKr6KGH/oUxmpSBpPXvNSFFL4M7heX8B32ZeR79jAaRVPoJL27BmbbtEhJRWwzjiJIz0LyDFJUcVJXzH6mim0rmRD8lEEFOpgYcfqz2gx5FGZPBFkiaxNb+IxZNIwIOgWpqlajq7yZxwjziOQmAeA7Pdi/e45lAlZmCZeEHIOn72Z8s+eQJeWw5DT+pbMr97qYdmX7/Hzp28y4vATmXzaJb/qOuPE2Rf0JlRqgKeBp4B/tP/+VLffoyLL8lGyLA+P8PkCqGsXIB1CJLw4RrDNAswB7pJleVmMc70my/I4WZbHJaf+Nt5hfxSR0tdMX7FQKJWMmXULqcWjWf/JczSWrg/r03G/kqdehDolh/pvniXgCrWAyMUzkHInoFj1ATR2M6Yp1TQfdhNKv5uc1c90ZrHqwGYuZGfB2WTWL2GYPdzqAiApVMzL/Qv6gI2jKl+OKmg6aNRksyTpRL5LPY9v0i7ix5QzKTMMw6/o+2599539BkMhHw78B3WGYqbvfpPLNl3K4VVvMM7xE9ktq8htXMyo8vc4ac01zNjyIErZx/fDHqQuY0rnGAq/m+IVDyIptZSPuLrze1XpApRNJXhHXxCymyf7PVh/egtN1hC0+eMizlGWJDZ9+ABtZesZPute9CnZEftJUoA1Hz2FMSmNMceeH7EPQFNNJTs3rGDsESfH3b4OEto3dn4AfgRSgEuBGlmW75dlecNvOrk4e8SBdP/qwKJvX8eixO6Z8kcCoK6LnS0rpXA0tkOvQlO3AdOKV8PW4O5ipaRwFkIOkFcROQnKrtSpaAJO+rWujdi+MekIvs2+kgL7Ok4rf3yPxQrADwmnopedTLHO3eNjO+i4puEt36NAYmPSUcHvrRtIcpaxOetUEIIB9rXo23ZSO+SiYB0sKYBp1Wv4LTk4h5zeOZ5z7ZcEmiuxHHkdooeFvPKrZwl4XOSfeReN7tjPNwCfx8XPHzzJwo9eZujkYzj2stsR8ZopcQ4CYv4VyrI8Q5blGcDxBAVDa/vny/bv9pYvgY5cdxcDX/TsIITQAJ8B78myHN2H6A/C70mkRHL76k6T3YNCqWLshXdhTMli9b8exRulGKRCrSXjhL8RcLbR+P1roY1CEJhyLegSUP34JHi6Uh/7E/PYPeJyTM1byNryQdi4ZXmn0pIwmMHbXsfojlxVvVGfz+KsCyiwrWFyzb96FSu/hkjuR23aLD4tup+PBjxGmWUsIxvnMmXHUxy16W6mb32YEZUfIQk1Pw28hc/HvoGnf1cMigh4KV7xAHprOTvH3oYlNVjsSzib0P7yMoGUAfiLj+o6v0lL2+J3CFjrSZhxVUTRkKRXs/njR6lb+x0DTvwLGaOPjHo9m755j/qyLUw59wY0emPUfku//g8KpZJDjji5T/epY65x9isvEFz7z5Nl+W5ZltcTw6od54/BvrKqdFhPA77IzwFtSg7alP60blrU63iJo47DMexM9DsXoN/yWYQ5B60rbn0ademHkV27EKU/vL5JrXkYHqWRnJblUc+1Pvko5va7hnzHBi4ovYOUCPW0YlGlLWKTfhwz2j5HF4iesaw3FJKPsY1fUmYaTbMumE5+QN18vEojZalTAUgr/QyvIYPWnOkA6HYtQGXbjX3MJZ1ZHGW/G8fy/6DJHYO2cHzIOaw7V9O2bRlZh5+PPj2/1zk1V5Uw+7Er2b7ka0Yccx4nxONS4hxE9FUuvwsMAZ4jWCRsKMGiYXvLY8DRQogdwFHtvyOEGCeEeKO9z9nANOBPQoi17Z/Rv+Kc+41fa005GETK/kCtNzHmvNvwOa1sm/d+5/c975c2o5ikCWdh3/IjjtLgg6ZTNGnNBGbcAo4mlAv/GWI9ae0/jcb8Y0ndNYfEqh4pi4WSTUP/iiyUTNv5fFTf5PUpx7A+ZSaHNH7FjN1vIORAxH6/hpgxEkJQYxzM3Pyb+HDSp3w29nXmjnyKOaOe5cPDPmXOmOfZlX5ESDCm2tXIkMU3kVi3grLRN9CW0e4KJvnRLXgA4XPiPvwO6JZH371rBbYlH2AcfRK6/LE9Z4EsSWz+78NU//IlBUdfQt6MC8L6dLB7w8+s/+p1Bk06jgETj4naz9pUz6rvPmfM9BOxJP82ls54fEpEsoAPgaeEENuEEA8CvRfVifP/gt7ERUfWqAR1ZG0rhCB5xBHYy9fjbqjodTzTpD/hzp2Mcd2/UVevidgnw6LDMegUVAE32bWLwtplhYqqxLH0b12N6FEjqzubkqbzcd5dGPxWLiy9nSGtP8WcW0/mJs3CIDmY2frfPTqu4xoAhrQuwuxrYkXaaQCo/XZym5ewM+1wAkotJnsZpsb1NBaeBEIJUgDDhg/xJRfj7bZZxZZvkJytmCZdFHIeWZapnvc6msQM0iaeFnNOkhRgw7wPmf341Xiddo65/h+MO/WKmBkc48Q50PRVqAyXZfkyWZZ/aP9cDkRPH9ELsiw3ybJ8pCzLA9pdxJrbv18py/Jl7T9/IMuyWpbl0d0+ke26v2MOFpGyL60p3UnILiJ3wvFULJuDu0c1+u4kHXY2mtQ8Gua9SMATulslpw9CmnAZit2rUaz5MKStZuhF2FOG0W/9a+hbdoS0ufVpbBpyLRbbTiZVvRvZYiIEC7MvYWXaKQxv/p5Tdz6EydsY8xr7SopR0+cX5WSTFkmhwabvT4NlKE3mgQSUXQ/4ZKMGZImUyu8Y/sOV6K1l7Bh/Lw357YbNgA/dj4+gql2Pe8pNSMldNU2k1t00fXE/qpRcEo8O91WWfB6qPn2A6uVfUTjzMoqPi2xxAaha/xM/vX4naXmDmHHJXTHdub7/6FUkKcDhp8f9nA8m2tffV2RZPhw4kqCVvE4IsUUI8chvPL04e8ieuH/1xarS25g6c7DsmautmQyLPuKYKeNOQKExUL3gnV7HE0KgP+pvBBJzsSx9BoU9oic4rqRinIkDyKtdQIY5fLzK5PFoAw4ybFtiXRpl5tG8W/wktfoiTqx6jpm7X+mzK1i1toDF5mOZbp3NcEdkt+JIdIgUheRjSt0H1OqL2GkObhgVNC5CJXkpTQ9awAc0/ICkUNOcF9wE0tSsQmWvwTns7E5XXlmWkDfORt1vOJr+I0LOZStdiatuJ5mHX4hCFf3543HYmPfcLaz87FVyhh/Gqfe8Rfbg8E2sWMQD6uMcCPoqVFYLITqlvBBiAvF8+8D+q0B/INkXcSmxyDvsBGRJonZjeLX5DoRSTdqx1xNwtNK8MDxtsDRoJoGBM1Gu/wSxc3FXg0JFxdgb8WsTyVv5D1TuUDHUmHYoO/PPpF/NAsY0h2eFCZ5csDRrFvNzriHdtZPzt9/MiMZvo/pg98aeCJS+ICQ/idU/M/yHqyla9TgeQyabpr9AS3YwXiVFK6Gffw/qnT/gHn9ViMuX7GzG9+XtIMuknvkoCnVoEGjA46Tkg9uoX/8DA0/+K0XHXh51HqVLZrPo1TtIyRnAKbe8gDpGPv6KbetZveBLJp14HkkZ/fp8rXG3rwOHEEJH0HI9BagA3gbibx5/cH6tWDElpwNgb+6qZdVzTLUxkYzJZ9G29WfsFZtijgfBQpHqY+4GWcK87Lmoa29z/tHobJUYmrd2uoV1fPz9x+NX6hhsXxHW1jObmEOdxH8L/s6y1FMZ1fI95+28G3MfN6i+SLmECk0RsxqeJ9ezo9f+3c89tnE2id46FmX+qdPiXVw3n2ZDPk3GYjKNSpIqf8CaNZGAxgKAruRbJG1CiOsvlavAVothTGg9LYD6pZ+gNqeSNGJ6yPfdRYW9qZavnriGupL1TL7wVmZccT86U1eZunhxxjgHE70VfNwghFgPjAWWCCHKhBC7gKVA5GjcOH9YerOmRMOckYcxtR/1W1fEFHa6rIEkHHIS1nVz8ddsDW0UAmniZUgZQ1Aufh6ayzrT+AY0FsoPvRWF30neiicRgdBz7Cw4m7q0iQwseZdRLdGLdm1NmsaHA5+k1jCA6dVvc3bJPaQ7+54Ru88CRZZQBVyo/E6UAQ8pBgVCCoAcQOVzoHM3kNS8gZzKOYzc8CRHLjqfgcvvQxFwUzLuDjYf/jxuczDri7qtDMPs61BWLcc95SZ8I8/pPI1kq8f9yU1IjmZSz34CdUposUWfvZntb9+Abddahs36O3nTz4s4Xb/HxbIPHmXZ+4+QM/RQTrv9FfTtu6qRcDvtfPbSg5iT05h+5qVR++1v4m5fvfIeMIwul94BwMjfdEZx9oo9Dar/NWJFn5CCSquntaYs5phpE09HbUmlcs5znbVXYoqVhGyUk65A07AFXUnkbJFt/aYQUOlJLg/fdJKUWhpSx5NRvwQRwdW3p3BJSzDxU+b5fJJ3O4neOi7YeUfUwpDdCQg176bfgktp5C/VdzGtbXZEa31PgTS6cQ4zat6kxDKeXeZg0tQ062ZSHSWUZMwEITDXrkDlbaM5J7jZJDw2tLuX4y44ojM2BUDe/j3oLOgGTAk5p8/WhG3nGlLGHodCGdmb0+uy882zN+G2NXPMX59m4KTjD1iik7gAirM39OaI2PfE23H2mIPB7WtfWlOiFngUAnNWPraasl7HSJ5yPtZtP+NY+CqWs55EdPeVVaoJTL8F1eybUS14DP9JTxIsrwNuSx5VY64jd+VT9F/3EpVj/tqV8Uoo2DT0ehSb/Aze/gbKIhfluafS5Ax/mFk16XxRcCeDWhczueZfnF1yN5uTZ7A08xxcqoSw/r29DKsCLvq1rCTduplkeykW9+7oqYgj4FVbaMmaREvWZNoyxiMr2u+HFMCy7TOS1r+DrDHimvkwgdzDOo+TmsrwfHE7+Jyknv0E2n7DQsb1NFez/Z2/4bM3MeqSx0kfHlpvpYPmyu38/NbfsdZVMOyYizj8nGtQqqKHM0iSxKcv3E9zTSV/+vuLaGME2vckbk054AyXZXlot99/EEJs/s1mE+eAkmHR98l1p0NcdLxkKhRKUvMG07Ar/E+lQ6zUWV0oNTpyTriOnR/ey+65L5Nz4vWd40V9YR14FJT8gHnd+3j7jUMypIQ0Syo9rf2nklT5I9UjLkNSh64vNVnTyapbRGrjKhrSJ9IbGRYdDstkvknqz+Gb7ufcnffyRe4tlJlHxTyuRZ3OU9lPcW7jC5za/DajHEv4LvFMtupHIwtliEDR+9sY1/A5k+o/osQyni/y7uh8No2u/DcudSIl6UeTYdaRvGkePm0Stva4Q235TwjJj7uwq6Cu7HNDxXL0w2YieoiR1q1Br4XEoVOjzn3pf57B3lTDcTc+Q0ZxfF8izsFPTKEiy3L5gZpInAPP/nb56o4hKZP6LdEzsnSg0OgxTL0Mx9zHcK/5HP24M3sORGDGLSjn3oNy0bMw8aZOE7o1czy1g2eRtfXfeIzZ1A86u/MwSalh/fCbGbb5eQaU/guzrYytg67ArzaGW3mEYFvSVHZaxjKh7hNGNn5DUdsvrM89n9KMoyNWGQ5Blkm3bmRg7VyyW1ajkr14lQaajYXsTJuBV2XCp9Rh0GoQcqD9I4EsE1Dp8Sv1uHWp2E15GJKzQwuGyRKGyp9I3PA+GmslvrzJeKbchKzvsnD4t/+Id8HToNKSccELaDIGhEzPUbmZkn/dgSwFOPSal0jICw83kwJ+Ns/7gA1z3kRrSuTI659j6NhJMS9bkiTmvPkEW5b/yHEX30jB8L77O8dFym/CaiHExI7U73GX3t83MQVAFPoqVnqOn1E8gvXffIDb1orOnBjWt2PchIETSZ90FvVLPkaXnkfa+FNizlUIAVOvQ/74WlLWvkXDpFvC+jTnzSSlbB7J5d/RWBzq+tSUPBq3Jomcqrl9EiodtBnymDfqKY7e/HfOKH+Edbnn8Z35pJCEJD1xKU28nX4bE+zfcWzLR1xe9zAygkrjMFraslHKPky+FnLsG1ASYFPiDL7OvRFJBF+78hoXk9W2jhX5l5GSmIjaWY+l9hcais+A9oxbul3f40/IwZ9U1HXiylXg96AbdHjYnKwlK9AkZaFLzQ1rA6grWc/O5d8x+oSL4yIlzu+GeGqHOH1ib92+OlBqdEh+H7IsIWIs/gCagkPxFk/GvfJjNIXjUSaHLrpy+mCk8ZegXPY6hm2zcQ7uelg1Fp2C1l5Nxo7/4TOk0ZLTVTFdVqjYOOx67KZcCnf9l8S2bWwecg0kR1uwNWyxXMrufscwbtdrjN/1GgNr57I+9zyqksaHVRxWBtzkNi1hUO3XJDt24lZZKM04ioqUSTSYB4c89CJVn4+Eof0cSkc9pvIfMO2ch9pWhdeSS/2Ue9APmtEVYOlz4V30EoFNX6PIGILmuHvQZITeu5ZNC9n1vwdRm1MYcOETJOSFVx22N9Xw81v30rhzA3ljj+LQc28mKyN21i4pEODzVx5izQ9fMfXUizjsxFl9uj7YPyIl7vYVHSHEBoLpiNUEXXor2n/PA7bGOjbOwc2BEiv5Y6ax7uv3KFu7iMFTI6ce7xg3+8hLcDdWUvXNK2gSM0kYOCHmXIUlC8bOQl7+DulDN1KfGLqR4k4swp46nJTS2TQWngCKrtcYWaGkMucEBpR+gMlejt2U19fbgFuTxNwRjzOx9CXGVHxAeuJmFg/4Gx51lyW9zuoOi3cpSziJ17KOJc++jiLrcjJdpRRZV+BXaPEoDKxIO53NSYfToCvoXKu1vjbG73yFRmMxLQOCm3GppcH0zI2FwfuptFahadiMfcyfQ+thlf+C0JnDguhlWcJRsYnEIVOiunKtnfMuOnMSI2b2fX2OE+e3Ji5U/p9yIK0pQKe7kBzwI2JkIunAMPVSrFUbcCx4HG//ggAAIABJREFUCfPpDyN65HSXBh+HqNuCacN/8KUMxJc2JNggBNUjr0DtaaHfulcIqI1YM7vlmBdKyvLPoDl5FMM2P8chax+gPvVQSoovxGmIXNzQaujPgqH3k9O8lFEV/2batsfxKg3UJI6mTZ+L1m/F5K4jw7oRleShTd+PXwqvpix1Wkjmrg7CRIosoQi4UfpcKP0OlD4nancTif5G1G3l6Bo2obZXA+BOG07r8PNx5B5OijnoZiHLMoHSxfh+egnZ1oBq3CzUE/5EaoKx2ykkaha+R82CtzDmDKPovEfIyMgMm1vFmh9Z9v7DIMtMuuQ+CsZHTz/cga2lkU+ev5fS9cs54pwrmX7mpX32eY6LlN+EuEvvH5gDIVbShgwlISOH0mXzogqV7uPmn3E7O965mV0fP0TR+Q9jbi8K2dOtrJMRp8K2eciLXyb9zBcRah11Nndnc0PxqRQse4jk8u9oLjg25NCqfsdQuOtjiks+YO2oO8M2lGLhVxpYPOAm6izDGL/rdU5bfSWbs09hS9ZJ+FSmMJHSgaRQs8syjl2W3kN39d4mjtjyAJqAg9WjnkRWKFG5m0gpm0trv2n4DMFkBbrS+chCEYxPaUeWAlCxAm3RhLBnoqexioDbjjE31M23A1ttOdVbVzHu9KtQaSJfR3fqrZ4+xT7VWV19jnmKE2dviAuVOPuE3uJtOmJNpIA/ZsrEDhT6BAxTL8Ux/5941s9BN7rHw1AIApOvQTSUkLDsOZqOfgxZF9z5khUqKsbeRMGyB8lZ/Qzl427Bnj4m5HCrpZhfDv0HuZVfkV/+KRN/uZHd2Uezs+AsfJrwWBSEoDJlElXJE8huWUV+4yJS7DvIa1qCT6nHoUljV9p0ylKn0mAeEvHhmGxQYWzZiqlmK4bWbWgddajdTai8VkSUensBbQKe1KHYio/H2X8SfnMwg1bHy3igdgu+pW8hVa5GpBSgPeMOlP1GhggAv9NK2aeP0LZtCcmjjiHvlJtR9KhiLEkB1n3xKpvnvU9K3hAmX/og5rTguZJjvPjvWLuUT56/D4/LwSlX3cW4o06N2rc7cVev3464S2+cSOyJWBFCMG7mGXz//jM0lG0lLX9wL+NC8QWPsOPtm9n54b0UX/QYxn6Doo+vVMPU65G/uh35l7cRU64mw9wlVuzph2BPGUrG1g9p7T81JFbFp7FQUnQ+g3a8RWbtQmqzpvftBnRdHDsyj6PeMowxFe8xuvLfDK3+nO2Zx7EjfSY2feQNrb6Q5NjFjC0PovXbWDvmPuzmYBr57I1vICQ/tUPaa6JIfnSl8/FmHxoap1O3BTxWdEXhbrjO2hIADFkDwtoAmkqD1R0Kxs6I2B4nzsFKXKj8Cn6vqYn31Jrya92+AJTq4Muu5POA1tCnY9TFk1Hv+AnXLx+izj0EZXL/Hh30tB12I8nf303C8hdondpV5FBS6SgbfwcFyx4kf8UTVI26mtb+oQHjklJDWf7pVGcfQeGu/9Kveh5ZtT9SlncaFTknIkWwhshCye7k8exODlppFJIXSRFbeJlsZRQ2/kjS7p9Qe9sAcBuz8Jj64UgaiF+bQEBlQFLpCahNGEwW/PpkAsYMJI0pfEC/F//2Jfg3zkaqWgu6BNTTrkU18pSwXTZr6UrKPn0U//+xd9/xbZb3/v9flyRL3nvEsePESZxJQiZJ2LPsQpmlLdAeKO2387QUCqXrtD2UtnQdKD9KB6u0ZRVIGWXvnRDIJHvHsZN4b0u6fn9ISTzkFWs67+fj4Uck69atz61Y0vXWNe7mWsac/U0KFlwQOCFb2sFj62xt5o2//pBdK9+i4rhPMfeSbx3oAesrpLS3NvPs/bfx/nOPUlg2gS/8+A6KxkwIuW1PkQwp6k0RObReFRhaWJlxwjm8/vBdrH7xYU646gcD7xeYcPnPWX/3tWx84CYqrvwVKUXlfdZrRs/AHnEerHwCO24hpnQ2RRmBnoCqxjYqj/gvKl79DkUf/5PKGd1XF9xadg5F1W8yde2fqM+aTGtq8SCfgYPqU8t4Zcr3yWnexMztDzJt52McsfNRalLLqcw+kqrMGexLm0CrO7ffXhuHv5P8pnVMrnyKsfvepMOTzfsLfkNjZiBQZFQtIWf7S1RNvoyO9MCXQ57tb+Nsq6WxontvUUrlElqcSbjLe/fctFZtxjhcePJLe90GsG/TCtLziknPLRrycyESSwoqw5CX5h5WWMlL98TFyl/RkJId6M5ur6vGnd730rZdGWNIPeHLNDz4bZqf/y0ZF93Sa5WTzNJJNM7+PJlL/0Tax0/QPPXgmXh97nQ2LfoRY5f8ijEf3o67pZrqigt6TZDscGfz8eRr2FZ6NhM3PcDETf+gZOfzrJ94BdWFi/r9EOovpGQ0bmLy9kfJ3v0ufkcS9UVHUVtyHE15R+D1hOi1IRAMejUTrMU078FRuQJH5Ye4tr1DR3sTJr2QpGO/hOuIczHug13veekeOhv3seM/d1Cz/Hk8+WVM/szNIb/BbK6p4pU7rqW+cgvzL7uOScdf0K2WUDYuf5fH77yZ+j2VHH3uZzj10/+PJM/AQwnUiyISPZEOK56UNGadcj7vP/1PTrnsS3iDQ5b63S/5TLziFtbf/R023PddKj5/K8kFZQfqhe7DwMz8K7A7l2Ff+hVc+H+YtPzAvjKSIWM6+8adQf6mJ2kYNZ/mgi5zDY2TFdO/xYL3r2PeBz9kyZyf0prae6jrYNSmjefVKTeS0rGP8dUvM7puGVMqn2T6rscBaHel0+gZRYsnj3ZX5oHJ8h5vI6kd+8ht3ojLH1hQZeu4i9hcfsmBXnt34w7KlvyC1sxxVE36dOABrZ+0FX/Hm1lKx+j5B+qw1tK+7nU8ZbNxuHt/2de2Zyue/DF9LkvcuGsjheVTD+k5CKfBDikT2U9BRaIiLT/wTVHL7s1klPbd5d+TIy2H1JO/QvPTt9D63j9JXXR5r21ay0/GXb2KtJUP0ZE/mc6Cgyuu+pNS2XLU9yhZfidF6x4ibd8qdsz6Kp0p+b3205JWwvIZ15NTu5JJ6+9h5qrfULtzGmsrvnCgi34w0pu2MGXbI2TvfgdvUjq7Jn+WPePPwZfUvXfEdDThatyJs2Ufjo4m0k0bdLaDtw3T0YRpa8C07MPUbcd0tgTulJyJc9xCXFM/gaN0Vq8elCxHGztfuI/qdx7FejspPvFKRh3/uW5Dvfb3ptTu3MDLt30Lb3srJ33tNxRPParLNr1Direzg+f+djtvP/UP8orLuOqnf2LslP6X8YToBRT1poh0F+mwctTZn+WD5x7h7cfv4ewv/2DAxwqEleJAWLnnOtbvDyt5B08K27Vmk5QMp96Ifexb2Bd+Dmf/vNscR9/CL9G2dwVjPvg960/8NT7PwRXIWlOL+WD2j5iz7H+Yv/R7fHjkjTRkhh4WNRit7jxWlV7EqtKLAue/alpPTssWslu2kt5eTUbbbvK8G3D6OwFLe1Imba4s1hWdwZ6MqXSOWYTPdXCIWnLdRsa//X0shi0Lfoh1Bb7s8Wx5DVfdFuqP/e6B1b8Aclu3sq9hN2mLPhuyvrY920gdHfr4fB1ttNRWkXP0mYd8/CKxoqASY9HuVYnFsC+AtIISknNHs3fl6xTNO2PgO3ThHjefzqmn0r7sCZLKZpNU0n0VmNyMZGrnfpHc2s1kvf17ak69udu4XutMYsesr9GcN53iVXdT8ep3qJp0ETXjzjh4XpIuanOO4N35v6Bk5wtM2PxPFrx/PVWFi9g87mKa08eELtJasutWM7HyabJ3v4vPlcquyZ+hevwnD4yfNt52kne9j6dyKcm7P8TZWhN6V84kcKdjk7OwKdn4J56CP3sMmWNnYgomhFw1rbNmB43LnmTb8qfxd7aRPe0ESk79Isn53evdH1J2rniTN/7yQ5KSUznt2jvJKZ3Y938AUFu9iwd/fQM7N65hwZmXcPrnvt5vL0q0e08UUkRCG05YAfoNLGlZucw69QKW/uchFn7yCgpHjx1kWBnDxCtuYcO917P+7muZeMUtpBSOC7m9ySmDE7+FfeEW7Mu3wqk3HHwPdCXTcvwN5Dz7Hca9+3M2HfMTbJchuw2ZFSyZ+zNmL/spR71/PdtLz2RT+afpDJ71/VD5nB6qs46gOqv30u69jjej+/uk8XWQt/lJilffg9edwabjbjkw5Mu01ZG+9C46cybQPvbgUOXCTA8N7z0LziSSJx7Tu572FjpqK8k78rSQNTTv3QXWkjVq8KugicQLBRWJCmMMhbNPYduL91O3cRnZE2YPfKcuUo/9PN5dK2l+4fdkXnIrjpTuQ6dycrKpO+Zacl/8Ptlv3krNST8CV5cPCGOoLTuZ5rxpjF75F0avvo+8Lc+xe8plNBQv6L1evnGys/R0qoqOYey2xYzZ8TSjqt+iIWM8+3KPpDG9HIwDh6+drIZ1FNSvIrlpB153BpWTLqV6/Hn43BkAONrqSFv3FGkbnsHZ0YjfnU7bqFl05k4kuWAsNq0QPBlYd2qgZkfv87SEaoj7WuppWfc6Tatfpn37cnA4yT3iJEYdf/mBsd9d5aZ5sNay5vkHWPb4HeSWTuKEr/yS1OzCHtt1f6zKLeu49ydfw+ft5LLrf8W0o07s8/8pFsO7FFJE+neoYQUG7l1ZeO7lfPTSE7zxyJ847xs/G9RjBcLKOCo+fysb7g+sCDbxczeTOnpSyHrN+GNh4VXYd/6MffvPsOiLB1YW9OZOpP7Y68l69WdM/Og21s/+FnQ511VT+jjeXvg7KjY+QNn2Zxhd+Qo7Sj7B7lHHB9/HI3NW9p4BJal1D1m73qRg/aO4W6tpLJzLtrnX4U0ODoW2lox3b8fR0UjdKf974DOpMNODv6OV1tUvkDz5BBwpvUNW6+6NAKQUh54n2LxnBwBZRX180SYSxxRUhmm481Tg8JmrMmrBuexZ8Rrr//UbZn7pd3gy8wa+U5BJSiHtE9fS+K/v0fLSH0g768ZeS+BmjZ5A/YKvk/3mrWS99wfqF32r93yUtFFsWXAT6dXLKF59P2M/+C1tGWOorriQ+uKFvbb3JqWzccJn2FZ2LqN2v0Zh9duM3fYEDus/sI3PmUJz7hSqxp9HTemJB7rwTWcr6R8/TvraxzHedtpKjqJp0jl0FEwPhIo0N34GdmCFr9YGOqo20LZ9OW1bl9G+62Owfly5pYw+5Wry555FUkbvIW0QCCkttdW8c//NVK55l7I5J7Hoih/g8qT02K57o3/Xpo+55ydfJcmTzFU/vYuCknGha4zR/BOFFJHBiVRYScvKZd6Zl/L24/ewcMvlFI2bPISwUkbFF37Nhvu+y7q7v8PY868lZ/oJoeudcT407QlMrk9Kwcw/OAy4Y8zRNM39IhlL76LCOGg45jtUtRx8d/UmZbBmypfZXnomEzb+g7HbnqB862O0u3Ooy55CfeYkmtLLaE4bQ5snHxviy6LBMP5OStxtuNpqSdq1B3dLFSn1m0mp30BK/SYAWnImsX3Ot2gqnNP9eVz+N5K3v0njnKvw5RxcZACgZdnj2I4WUnuufhnUtHUFAKkloVdfa6zehjEOMgtLQt4ebZqnIkNhrA29LGqimjl7rn3ypbei+pjhWv0rGmElUkO/BlP7vuYOWvfuYPld1+LJLmTKZd8nOSf0CiR91dm2/Gla3/gLKUdf2XvJ4qDWZY+T+eG9tJYdQ8P8r4TsoQDA+sna9TaF6x8huWknrRllVE++hIai+f1+y+b0tlDkaMBYP9bhpC2tpPtjWEvK1lfJ+uhenK01tIw5hsYZn8GbGViNZX8YsH4f/rqd2MZqbFsjtr0ZfB1YXyd42/HYdvxtjXgbqvHW7cbXuCewf+PAPWoSKeVzSZt8HKPKp/Z73hJfRxt7lz7Niqf/it/nZc6FX6fiuE/1uk/PkFK/dzd3XH85bk8K//Xj/4+cot4fcrGcID9SQ8rY3OSl1tqBT8gwgsyYNdcufunNWJdxWDjUsAJ9DwNra27kzv++kNJJM7joul8P6bGqGlrpbK5j84M/oXn7KkYd/xlGnXj5geFdXfdhrR/72m2w9jnMUV/AzLqo275SVj9Kxgd/pr14DvUn/ICqPjqCkjrqKdi7lNyaD8mpW0NKW/WB2/zGQbsnn3ZPDh3ubLyuVLzOZKxxARZjfTh97bh8rbi8zSR1NpPU2UhSZwMuX1uvx+r0ZNOWNYGm/COpH72I9oweZ433+0j/4M+kfvw4rRNOo3Hht8CYAw15f0sde/58Be4xR5LzqZ+GPJ61f/4mWD+Tv3hbyNuX3PNj2mt3c8GP7g39hPRhKGFiqOdSGUlBZXxeymH3nh1N6lGRqErJL2XKZTex9qFbWH7Xt6m48FpyJs4Z+I5Bnhln4t21kta378dZML7XfBWAlNnn43P6SFn6N4zfR/2Cr3U7e/EBxkF9yTHUj15E1q63KFr3MGOX3EpL1gSqJl9CU8GsboHl4IkaPbQReuWypL1ryfrwr3j2fkxH7kRqjvkuHfmBb7ly09z4G6ro+OANOje+hX/vRvB1hj5Q46DTnYLDk44rs5Dkspm4C8pxF1XgHjUJZ3L6gCGhvamOnUv+w9bXHqatYR/FUxcw/9PXklHYu/u/Z0jxdnbwz1tvwNfZyRU//ZNCisgIEYmeleS0DBac81lee+hOdq5fQUnFjEE/1v6liydecQvbn7qN3a/9neadaxl7/ndISs/tPrneOOC4r2G9bdj37gaXG3PEwS+sWqddiHWnk/Hu/5H7zDdwHXsDO129z3vS6c5i1+iT2TU6cDJFV2cj6c3bSWveQUprNclte/B01JLSshuXrwWnrw2H34s1Dqxx4HN48DmT8Sal0e7Oxps9jiZ3Jl5PJl53Nl5PNp0pBXSkFnSb4N+Ts347Ge/fgXv3h7RMPo+muV+kMOvgkDFrLfXP/w7rbSfj+KtD7qNt305adq6l+KQrQt5uraVu+zpKp83t9/9BJF6pRyVMEqVXJZY9KnDweWqrqWTtQ7fQUrWFovlnMfbUK3C6u38j01ettqOFhkduwLY1knHRLTgzQ/fKOFYtxvne3XTkT6V+0TfxJ/f9gQGA30fOztcoXPcI7tY9tGRX0DrjYtpGz+89h6WHpNpNZKz4Oym73sfnyaLhyCtoKT/5wP2yO/bQ/u79eDe8HqitYCLOkhk488txZI3GJGeCJw3jcpObkYpxJvXbS9JXSOhormfPx++ye/mr7FnzDtbvo2jSXGaeczWFFbNC3ifUCl/P/e02Xn/8Pi677pdMW9D9BGGxXmZ4pIcU9ahINIS7Z6WjrZU/futC8krGcdlNf+j2/jXQY+3fn7WWfUufZsezd+JMTqf8ou+RPnZGr31Yvxf7wi2w5W3McV/HTO2+QEtS5TIy37oVR3sDzTM/R8uU86lqDW9bp+cclEGzFte+daSse5LkzS9hnR6a5l5D28TTu4UUgKb3HqTptT+RceKXSZt3UcjdbVv8W2pWvMT0b95HUoil/+t3buDN//s6x115IxMXnj6kUiPZozLU/ccz9ahElnpU4szhMl8lObeYI676JdtevJ/d7z5J3fqlTDjv62SNmzHgfY07lfSzbqDx0RtpeupmMi64GYcnrdd2/umfxCZnkfTmHeS/+D18J34HWxRYR74mxHOcm5kKmWewZ9IppG5+gYw1/yL19ZvpzCihrXQhbaNm4c0qw5+UhvG1k1S/Hfe+daRsfQV37Sb8SWnUz7yc5oqzsUmBN+0cVwft79xP88qnweXGPfcSkqZ9AkdW7xOQDbYB3jUo+L2d1G1fw751S9m3fil121Zj/X5SsvKZcvKljF90Ntmjx/e5r1AhpXLLOt5c/ABzTv5kXIWUkR5QRKIp3D0r7uQUjrngKp6/51Y2LH2dinnH93HvvvdnjCF/3tmklU1n80M/Zf291zP65M9TeMwl3XtWHC445bvY536Gff12cHkwFQffqzqLZ1Nz9h1kvPt/pH94DylrF5My9QJ2FCzCm5x7SMd8oNahBBTrx9GyD2djJa66zbhq1uPe/RHOlr1Yp5vWKefTPP1ibHJ2r0Z765qXaHr9LyRPOp7UuReG3H3b3u3UfPQCeXPPDBlSAKpWvwNAybT5IW8XiXfqUQmTcJ+lPlJhJV56VLpq2LqKjYtvo61mN6OPPp8xJ30WR/DM6P3V27lzJU3//imuogrSz7kJk9THNzo1W3C99AtoqsY/7Vz8cy4D1yAa3H4fKdteJ23T87j3rMFYX8jNOnIm0FJ+Ei1jT8R6Ait95aa58W5dSttLv8e21JJ0xJm451+GIzX0h8lgG+G5qS4adm2kZtNH1GxYxr6Ny/C1t4IxZJVOJn/SPCrmnURu2RSMo/9eoFAhxefz8qfv/Rd1e6v4xu8eIjXj4OpqmjAfHepRkWgKZ8+Kz+vl7hsvx+/z8l+/eABX0sHX7mDnqxzYV3sz2/79O+pWvUbOzFMoO/e/cbjc3XtWvO3Y//wYKldiTr4eM+G4XvtMqlpO2kd/w129Aouhs3A6ddlTacmpoC2jjM7U/G6rhPWlz4Di68TZVImzYSfOxp04GytxNu3G2VSFs7ka4z84vNeXnENnwVQ6ShfSXroQ68noFVCstTS//xBNr/2JpNKZ5FzwvzjcvT/b/J3trP3LN+ls2MfU/3cnSRm9F6fx+3y88osvkFtcxunf/HWv2wcS6R6VoT5GvFKPSmQpqIRROMPKSA0qEPp58nW0sfW5u6la+h9Si8qZdPF1pARPAtZfzR0b3qT5+d/hGjWZ9LNv6naG9u4btuBYch/Otc9iM0bhW3g1tnTwY3ZNRzPumvW4Gnfh6GjCOlx0ZpXhzSrDl9Z9ed8ct5/2N/9C58qnceSMIfnUb+MsmhRyvz0b4X5vB772VnxtTXhbG+lsqqG9djc0VtG4awMNuzbg6whM2EzNG03+pPnkTZpL3oTZJKVmHDhPykD6Ouv864/fx3N/u41Lvn0zM44OrMmvgBJdCioSbeEMK5s+epuHf/ltTrzsqyw453NDfpyu+7PWUvX6P6h8+V7Sx85g/GX/g9OT1j2sdLQEwkrVGswp12PG9w4rAM66rXi2vYFn+9u46jZjgis3+o2LzpQ8vMm5eD1ZeN2Z+Nzp+F0p+J3JZKQmY3FgrA/jbcV0tOBorcHZshdnUyWO5uoD+wLwuzPwpY8K/KQV4ssoDvxkjcOf2r03p2cj3d9aT8Mrf6Rt1XMkTz6RrDOv73aCy4PPi5+tj/2K2hUvM+GzPyVzYujekt0r3+SD+3/GSdf8hHGzB9/D1Vd9Azlcw4qCSmQpqITRSOxViURQgb6fq5q177Fx8W1Yn5cJ536NvOnHBOvoJ6ysf5PmF36HM7+c9LNuxJEWutcCwFSuwPnWnZiGXfjHzMd31Bcgs/cwrEORm+bGt3cLbc/egr92B0mzzsez8HJMiN6bzrrdOKvX0Lh1Ja17ttHZVENnU21gxa8QXMlpZBSPJ7NkElllU8gdfyQpvc5/MryQ8vGS1/jnrd9l0pxjuey6X2KM0YkbY0BBRWIhnGHl0V9fx9ZVS7jyZ/eQN7r7SQYHO1+lq5oVL7P18V+RPmY6Ez77M/b22MR2tmKf+RFUfYw5/uuYyaFPfHiAt42kmg0He0Ga9+BorcHRVo+jvR7T3thnD7o1DvwpOfhT8vClF+PLGI03sxRfZgm+jNEHetUH0rVxbr0dtK5+nsbX/4ptayRtwWWkH3NlyJP7Wp+XrYt/Q+3yFyk+6UpGHf+ZkPv3dXbw+m+/jHE4uehH9+BwDn2kv4LK4CioRJaCSpglQliJRFCB4feq7Ndev4d1D/+Spp3rGDX/bMadcRUmuPxvX7V3bHmf5ud+i/GkkX7md3EV9nOmdV8njtVP4vjwIfB78U85A/+RF0PyoZ2tODfNjfX76PjgYTre+wcmOZ3k067DNab75HVr/bRsfJ+Wj56mYdMHADhTMkgbNYGkzHyS0nJwJaficKfiSkknJzcPd1o2qXnFJKVm9ju5frghZfV7r/DQb25k1LhJXPn920hJz4xaSFE46U5BRWIlXGGlsaaau2+8goy8Qi7/8Z9wuQ++lwy1V2W/mhUvs/VfvyBz0gLGX/pD9jR5u91uO1qwz/8Mdn4EMy/AHPX5A58bQ2Yt+Dsx3jbw+zDWYh2OwDmynO4BF1fpz/5GufX78FZvoG3D27Qufwp/Sy1Jo6eTedo3SSoIPa/Q29bElkdupnHj0n5DCsC65+5nw4t/56gv3sz0OUcPq9bBOtSgciiPFU8UVCJLQSXMwh1UIPxhJR6CCvT/XPl9Xra9cC+V7ywmc+wRVFz0HdzByYJ91e/du5nmZ36Bv6WOlKOvwHPEmf027mmpxbHsnzjWvwAuTyCwTP8kpAywOljQ/ka/r3INba//EX/1elwVx+M5/ss4UrK6bdtRu4s9z/yetp2rScrIp3De2eROO5bkvNKQc0kGGxIGG1C61ttV1bYNvP74/ax441lKJk7jipv+j+S0gZc+Hg4Fk/4pqEgsHWpY6RkuNnzwBo/++jqmLjqNc7/6P0NaBSzU/gD2vP9vdjx9OwULL6D09C/12o/1e7Fv3QWrn4KCSZhFX8SMmnZIxzNc1u+Fljpoqw/8tNSR7m/AW78bX+0OOqs3YNsaAYOnfD6p8y7EXTanz8+sxi3L2fbErXQ07KXs7G+QN+eMkNsBVH/8Pkvu+TGjZ53I6df88JCPIZpB5VAeL14oqESWgkqYjbSgEtg+NmEFYM9HL7PpyTtwJqcx6eLvklk2tUtdve/rb22g+cXb8G77ANeYWaSd9BUc6b0nGXZTuw3nhw9htrwFziRs+bH4J52GLZwc8sSPuWlurLX4d6+h46PFeDe8jknNxXPcNSRVdB8fba2lYdmT7Hv1HhwuN2WfuIb8I0/FOPv+pi+SIaW9tYXKzR+zacUSNi5/l21rl+NOTmHeqZ/i5Et4uiILAAAgAElEQVSvwZOSFvaQomAyNAoqEmvhCitvP3Evrz10J0eefB6f+MJ1OLr0cBxqWNnxzB3see8Jxl38fXKmHRdyP3b9y9h374aWfVAyCzNuERTPgKzRGGfS0A+sD7ajBRp2Qd1OqN+Jrd8JDYE5hbTWAb3bV8adiiuvDFd+Oe6yWbjL5uDsZ7iyr6ONypfvZc87j+HJLWbsp64nrXRqn9s3Vm3l7T98m9S8Yhb+v1spye973wM5lOBwOIYVBZXIUlCJgHgPK/EUVGDg56uleitrH/w57XXVlJ1yOcWLzjswdjfUsVhraV/1LK1v3YtxuEhZdDnuaaeGHO/bTf1OHKsW49j4GsbbhvWkY4tnYPMmYpMzSE/PwDbX4K/fhXfbB9j6SnB5cM++EPecCzFJ3VeF8Xe2s+fZ22la8wpZFUdRfu5/487sOzQNJSAMFFL8fh/11TvZu2MTLdVbqdq2id1b11FTuR1rLcbhYPT4KUydfyLzP3HBgdW9whlSFFAOjYKKxFq4hoBZa3n94T/y9hP3MmH2MZz7lf/Bk3pwKflDCSt+Xyfr77mOtuqtTPnS7XhyS0KHlc42WPE4dv2LUL8r8EvjgNRcSEoBlzt4ImAT+ELKOAL/OlwHf5xJB3/v94OvAzpbAyGkpRbaG7o8ooH0/MCcx4wiSMvHpOaSlVeAIyULR1oOjtQcjDu1/57+A8+dn5qPXqTypbvpbNxH/vxzGX3q1TjdfS+P3Lh7K+//5Sb8fj/HfP33pGQXRH041nCDyqE+biwpqESWgkoExHtQgcgN/4JDr7W/583b2sTGf99OzZq3yZ44hwnnfRN3evchWj2PyVe3i5ZX7sS7axXOokmknnANrvzygQvpbMVsew/HjqU496zFNlZ3v92dhrOogqRJJ+GacDTGndq73qZ97H3iZpp3raPkpCsZfdyn+10ueLi9KA37drNz7UdUblhJ9Za17Nm+AW/H/rM5G3KKSikqm0Bx+SRGl0+hbMqRpKR3n5MTrpCigDI8CioSD8I5uf6D5x/lhft+S0ZOAadf/V3Gz1w46McIeXLJ+mo+/uNXcGcWMOmq3+JISu53X7ZuJ+xdj63bAU17wNsG3nbw+wLzUfAHOj+sH/zewI/PC77O4G02EFhcbnClQEoWpORgMooCwSS7BDKLey2ccigNbr+vk9rlL1H15kO079tBaslkSk7/Euljpvd7v5otq1hyz49xupKYf9X/kllcHpPejXAElUN97FhRUIksBZUIiERQgcTpVYHIhBVrLVVL/8OWZ/+Ky5PC+HO+Su6UBb2263ps1lo61r1K61v3YtuacE8+kZSjPt3vcLCeczlsRwu2vQnb0YJJzcEk9z+xva1yHdVP3IyvrZkJF3yXnKn9T2Q8lJDi93nZtX4lm5a9waYP36B293YAkpJTKCybRFnFNEaNnUhR2UQKSstxJw/84THcoKKAEh4KKhIvwjUEDGDn+hU8c9fN7Nu1hclHncSxF36R/NLyQw4r9evfZ9Pff0DOEScw9oIbMMYMK1yF01Ab2dbvo6VyA7UrXqJ2xct4W+pJGTWBomMvJXvacQOOBtix9HlW/ut2krMLOOqqn5GaOwqI3TCswy2sKKhEloJKBCioBEQirEBgKNj6x35Ly+7N5B1xHOVnXE1SWv8T4Pfuq6Ft6aO0r3gajAPP9E+QPPt88guLDqnGUKy12PWvsuWp20hKy2HSZT8mdVTfZ4Uf6lCv+j2V7Fi7jK0r3mPLindob27E4XQxZuocxs1cSOmU2eSPmUB+xtA/JBRS4oeCisSLcPaqAHg7O3hn8f28//Tf6WhvZcpRJzP/7MtwFfSzSmM/+9v9+j+ofOkeio77DKNPvnLYNYdDf41r6/fhba6js7GGjrrdtO7ZSuvuTTRt+QhfWxPGmUTWpAXkzTmTjAlzBxwi5uvsYPXiO9n+3jPkjp/J7M/eiKfLSAMFlehQUIksBZUIGIlBJXCfQwweEQgsfl8nu958jB2vPYjTncLY0z5PwayTB/zmqbNuN7Vv/YPG1a9gHE7Sp55A5qwz8YyqGNS44b54m2tpePmP1K55k4xxM5l48U39hqdQwcBaS2dbM22NdbTU7aOlfi+Ne3bRtHsz1VvW0rC3EoCUjGzKj1xE+ZFHM3bGAjwpB8d897X8cH8UUuKLgorEk3CHFYCWxjref+rvfPDCv+hobaakYgZTT7uM0iMW9fs+3HN/1lq2Lf4tNR8+S+HRFzP6lC8cWJI42oEl191J+74dtO/bRXvtLjrr99DRuBdvcx2+1ka8rY3421t63MvgzhlF+tgZZJTPJrNiHq6UwS2TX7d9LR89+Gua92xn/ImXMOkTV+DosUhLogeV4dYRLQoqkaWgEgGJEFQgOr0q+w2n9v6ez5Y929j07zto3L6GjLJplJ/1JdKKxg24z87aXdS9/xiNq1/BdrbhLignfcqxpE06mqSckkGHFm9zHR3Ln6TqvX9jfZ2UnnwloxZd0O/6/XnpHqy11OzYwM6V77J368c0VO+kce8u/N7eJ3zMLiqloKyCkslHMmbKHPJKykPOd1FIGRkUVCTeRCKsALS3NrPi1ad4/5l/0LB3N7mlE5l73hcpPaL3kN6+9mf9PnY8cwd7lzxJxoS5jDnra3hyRw+6buv34W+pw9dUg7+1Hn9HG9bbDgdO+GgOrv7o92F9ndj2Fvxtjfia9uFr3Iu/vhJvS323/brScoLnx8rGmZqJKyUDZ0oGrtQskjLycGcVkJw/BkdS35PjQ/G2t7Dx5YfY9OrDeDJymXHRf1MwaW6v7WI5qT3cQQXiO6woqESWgkoEjNSgErhP/IUVa/3s+fAltj5/D962ZkbNP5MxJ34GV0r6gPv1t7fQuPplmla/StuuNQA4M/JJKZ2Gu6Acd/5YkrIKMUnJGKcbf1sj3uZa2qs24t3+EY1bV2B9XnKnH0fJiZeTUlDW7+NlJzvY8PZ/WPncP2naF+ghyRo1lqyiMWQUjCYlK4/k9CwKi0aRnlNARm4h7uTek/W7OpSAAgop8UpBReLNcHsn+gsrAD6vl9VvPcvbj99DbdUOxsw4moWf/m/ScwsHvb+9S59mxzN3YP0+siYtIGfmKaQWV+DOzKe6oQ3b2Ya3vgpv3W68+7bQuW8b3pqdeOsrAxPnh8i43LgzC0jKKsCTU4wnrwRPbkng35xiHK7wvj/6fV52LHmedc/dT0dTLSVzTmHaJ79MUh+fcyMtqED8hhUFlchSUImARAkqEP2wApELLJ2tjWx/6QGqlj6LKyWd0uMvoWjuGThcg1s339u4l+YN79K6fSXtlWvxNuzpd/uUgrFkTphL4byzSMkf0++2uWlutix9haWP/ZHm2moKyqcx6dhzKJl+FCmZuT22Hd5JHAdDISV+KahIPIp0WAHweTtZ8syDvPHYX3C63Jx49Y8ZPWXOoPfX2biP6rcfpWb5S3iba/t+IOPAlV2MK7cUV04JzsxCnOl5OFOzMEmpmCQ3GCcYDq4GBoGecqeLovycsAeRvnjbW9n14StsfOUhWmt2kzN2GlPPvYbsMZP7vV8sz2cSqaAC8RlWFFQiS0ElAkZ6UAncb/i1DPd4+nqemys3seX5u2nYvBxPzijGnHgZ+Ucc1+9wrJ6stfhbG+isrcTbuIdUhxe/twNXcgZJGbkk55b0e06UrlzNVbz30O3sWrOE3DEVzDnvakZPnRdyeJlCiiioSLyK1BCwnmp2b+fhW6+nvmobR134VaadfOGQ9un3dtBatZnWyg14m+vA4cDh8uDOLsKdMyow5MrlHvTxRLtx3NHcwN71H1C1+h2qVr+Dv7OdrNIKKk79HAVT5g84NDnW5zJRUJFwUlCJgEQKKnDoYSVw3/gMLNZa6jcuY+sL99FStZnkvNGUHHsx+UccN+geluE2yLPcluXPPMCqFx7E6fYw+5wvMPmE87qdnbmrRAgpoKASaQoqEs+iFVbaW5v5120/YttHbzLzjM8x55NX9dlAH8p+401HSyPN1dtpqt5G/c711G1bS0PlZrB+klIzKZ55LKNnnUTOuOmDmjsZDytuRTKoQPyFFQWVyHLFugBJbLlpnmGHlf2N50MNLF0bzvtDizGG7IlzyJowi5qP32XHq/9k4xO/Z9sL9zLqqLMpnH0q7ozcPvczHH6fl9oVL/PyM3+jubaaCQs+wdxPXdNriFdXCikikggKMz2HHFaKMlMGHSo8KWlc+p1f8MQfb2H5f/5GZ1sLCy7+WsiFRIay32iz1tJWv5fmvTto3ruL1prdtNTspqWmipaaSrytTQe2dXlSyRozmYmnXEbh5HlklVYMaSRAPISUaKhuaI/7GiV8FFSE3DT3sHpV9jeyYx1YIHRDOn/eCVTMPZ6965ex6bV/sf3lB9j+yj8omDSH4pnHUjh5Psn9hIjB6mhuoG7166x+6VGa9lWSP24Kx33hexRNnNnv/RRSJFEYY84Afg84gT9ba2/pcfu3gasBL7AH+C9r7daoFyoRFa2w4nA4Of/L3+MpTwqrXnyYjtZmjr38OhzO3k2X/Y30WAcWn7eD+h3rqd28ipotq6jfvpaO5oMrgjmcLlJyikjJKSJ7zCRS84pJLxhDWmEpqTmjQgYx6U1h5fChoCLA8MNKYB/xE1h6MsZQMGkOBZPm0LRnBzuWvsjOD15i+cO/AyCjuJyCSXPJGz+DzOJykrPyB+xmt34/zfsqad2+gl2rl7Bz9Xv4vZ3kj5vKgku/Tsn0Bf3uYygBJbB99JcfFtnPGOME/gCcBuwA3jfGLLbWru6y2TJgnrW2xRjz/4BfApdGv1qJZ0MJFcYYzv7Ct3CnZrDs33+lvbmeE6/+EUme0L0H4ehdsf7g0sTG0e97uN/npbWumsbKzYFwsnUNdds+xu8NfJamFYyhYMp8skorSC8sIy2/hLGlpYMKI0M9hkgPtxKJFc1RiYBEm6PS1XDDSvd9hafeSB23tZbG3VuoXvMee9Yvo3bLKvzBZSpdyamk5ozCk5FDUmoGDlcSxuHE19GGt62Ftoa9NO/Zia8zUFtabhFlRx7DxEVnkls6YcDHTrSQot6U6InXOSrGmEXAj621pwev3whgrf15H9vPBm631h4z0L41RyUxheOkikNpkL/+1CO8/Y/fkj26nJO++GOyivpfbXEw+2+trWbPuiXs27ichp0baG+qw9vWfOB2hysJlycFpzsZZ1IyDpcLX0c73o422htru60IllE8ntzyI8gtn07OuOl40rPDEiD6OoZ4PF9JNANTvPSoaI5KZKlHJcwiFVKiJRw9Kwf3dfBNZDihJRI9LBD4pi6zuJzM4nImnnwpvs526ravo3H3Vhqrt9FWW017Ux3Ne3fi9/uwPh/u5GTcKelk5ORTOmUOWaPKGDVpFhkFgztJZDQCCqgnRSKiBNje5foOoO8z88FVwDMRrUhian9DcTiBZSg9IMedfRFpuYW8dvf/svjn17Dw0m8wccHp/fZQhOq96WxtpnL5q+xc9jK1m1cC4MnIJWfsVAqy8klKyQBjsNaPv7Mdb3sLvo52fB1t+H1enEkenO5kkrPySMkuImPUWDKKy3EmeSLSUFdvSWga/nV4UFCRXsIZVg7uc/jDwro2viPRy+JM8pA3fgZ542eEfMzhStSQot4UGSpjzOeAecAJ/WxzDXANwOjSgb8Zl/g1nDkrMLSwMmfR8UycNJlHf/d93rjvF6x68RFmn/N5ymYe029gKcxIpnrTSj5+7Qm2LnsNX2cHaQVjmHT6FYw64ljSCkoH9WVTz7pHkkTqTZHDh4KKhBSJsBLYb3h7WSC8oSXcjfyhhpOD94uP+SgKKdLFTqBroigN/q4bY8ypwE3ACdbaPl+c1tq7gLsgMPQrvKVKtEUzrGTmFfH5//kj7778Hz5Y/Bde+uMPSM8bxcQFp1NQPo3s0eNwJXnwdnbQUL2D6o0r2Prh69Ts2IA7JY2Ko8+iYtEZ5JVNHnI4GanUMyHxSkElgeSle6IyT2W//Y3lSASWwP7DO/l+v8E+R5EcHnWoASVwX4UUiUvvAxXGmHICAeXTwGe6bhCcl/JH4AxrbXX0S5RYimZYMQ4HC085i6NO/ATvvfIc6996mg+fvrePjQ35ZZM4+jPXMv6oU/uciC+HTr0pEikKKjKgRAks+8VqfsZwwkng/vEx1AsUUqQ3a63XGPM14FkCyxP/1Vq7yhjzE2CJtXYx8CsgHXg4+E31NmvtJ2NWtERdOMIKDH6SvcPpYuEpZ7HwlLPYtquausot1O3eit/nxeVyk5pTQOH46bhT0g+5ppFOvSkSzxRUZNASLbBEw3DDycH9KKRI/LPWPg083eN3P+xy+dSoFyVxJ9qT7PcrG11I2ehC4KiwrEgmgxOr3hQFrMODgooM2eEcWMIVTA7uL34CCiikiEj4RHMoWKjH3k+hpW9q7Eu8U1BJMNGep9Kfro3seJ54H64awrvfQw8ECikikiiiPRSsrxp6UngJD/WmSKTFJKgYY3KBB4FxwBbgEmttbY9txgKPAQ4gCbjNWntndCsdurw0d8KfS+VQRCu0RDqwRCqYHNy/AoqIHF6GG1YgPIGlq/4auodLiEnU5YgVUg4vsepRuQF40Vp7izHmhuD17/bYphJYZK1tN8akAyuNMYuttbuiXWy8iadelVAiOTSsZ5AYbnCJdDAJPMbwg4DmoohIIgvHvBUIf2AJZSgN4UQNNWrsS6KIVVA5DzgxePle4BV6BBVrbddWrodAz4oExXtYgcj3sgQeIz7fbMMRTkAnbxSRkSUcvSsQncAyGAM1+BM1yAxEvSkSLbEKKkXW2srg5d1AUaiNjDFjgKeAicB16k3pLhHCyn6RnoAfD8IVTkABRURGrnCFFYifwNKXeJzUn4iN/USsWcIjYkHFGPMCMCrETTd1vWKttcaYkGclttZuB2YaY0YDjxtjHrHWVoV4rGuAawBKSsf0vDnqojlPJZHCCoyswBLOYNJVOEOKAoqIxKNwDQXbr+s3/PEeWuIlsByqaPemKKQc3iIWVPpbT98YU2WMKbbWVhpjioF+z2Bsrd1ljFkJHAc8EuL2u4C7AGbOnhsy9Ixk+xu2iRhYILFCS6TCCSigiMjhJ5y9K/uFakjHU3iJZWBJtEZ/otUr4RereR+LgSuDl68Enui5gTGm1BiTErycAxwLrI1ahQkoL90Ts7OyD0dumjuiAWC49tcXyR6UcP2/5aW5FVJEJKFEozFalJnS7SceRLsRHo7Hi+Zzp5AiELs5KrcADxljrgK2ApcAGGPmAV+21l4NTAV+HRwWZoBbrbUrYlTvkMVymeJE7GGB+BoWFungpDkoIiIHRbuXIV56XSLRozQSKKTIfjEJKtbafcApIX6/BLg6ePl5YGaUSxtRujaGEym0xGJYWLR6dBRQRET6FsuGe8/wEq3gEo2Qlii9KQoo0pPOTB9B8XTyx5EQWiC8wSWaw80UUEREBideJp1He4J+pEJaojT+E6VOiS4FlcNQooYWGDhcdA0y8TDvRQFFROTQxEtggeiFlnCHlXA1/uNlXo8cfhRUIiyeelVCSeTQEko8hBNQQBERCZd4CiwQ+dASruNNpB6KRKpVoktne4+CRGlk7l99KhFXDosXkXj+EuXvR0QkkgozPXHXoI3kKmLDOdZ4e576k0i1SvSpR0VCStSVw2IlEuFOAUVEpLd4PNv7/rAS7h6WofauRKLRr2FfEksKKlES70PA+jLShoZFgnpQRERio2fDPNbBpSgzJaLDwUaakXpcEj4KKlGUqGFlP4WW7hRQRETiSzz0tkSqdyUWItmbopAig6GgEmWJHlb269lIP5yCi4Z5iYjEv1iHlkj1rkSLhnxJPFBQiYGREla6OhyCS6QWGVBIERGJrFiFlkQPK5Gi3hQZLAWVGBmJYaWrvhr1iRhgFFBEREaOaC93nIhDwdSbIvFCQSWG9jdUR3Jg6Wmojf5YBJtoLM+skCIiEluxCCyJEFYiHVLUmyJDoaASBw7HwDJYI/GcLgopIiLxI9xng+9PvIcV9aRIvNEJH+NIXppbjdgRTv+/IiLxJ5rf8sdrGIhGXepNkaFSUIlDCiwjk/5PRUTiV2Fm9M58H29hRSFF4pWCShzbH1jUwE18+j8UEUkMh1NYKcpMiYs6RPqiOSoJomdDV/NZEodCiohIYonWvJVYzVmJdjhRb4ocKgWVBBWq8avwEn8UUkREElM0wwpEZ/niWPSeKKTIcCiojCDqdYkfCigiIolvpKwIpuFdkqgUVEawvhrLCjCRpZAiIjJyRDusQHh6V+IhnKg3RYZLQeUwpJ6XyFFIEREZeWJ1Nvv9BhNc4iGYdKWQIuGgoCIKLmGggCIiMvJFs3elq3gLIQNRSJFwUVCRXro2uhVa+qeAIiJyeIlVWEkUCikSTgoq0i+Flt4UTkREDm8KK6EppEi4KajIoMUytAw1HISrPoUSEREJRWGlO4UUiQQFFTkk4Q4t4Q4EChgiIhJpCisKKBJZCioybIM9+aTCg4iIjDSHc1hRSJFIU1CRiFAoERGRw8XhGFYUUiQaHLEuQERERCTRHS4N98JMz2FzrBJ7CioiIiIiYTCSG/AKKBILCioiIiIiYTISG/Qj7XgkcSioiIiIiITZSGjcj8TQJYlFQUVEREQkAhK5kZ/ItcvIoVW/RERERCJkf4M/UVYFU0CReKKgIiIiIhJh8R5YFFAkHimoiIiIiERJvAUWBRSJZwoqIiIiIlHWNSDEIrQooEgiUFARERERiaFohRaFE0k0CioiIiIicUJhQuQgLU8sIiIiIiJxR0FFRERERETijoKKiIiIiIjEHQUVERERERGJOwoqIiIiIiISdxRUREREREQk7iioiIiIiIhI3FFQERERERGRuBOToGKMyTXGPG+MWR/8N6efbTONMTuMMbdHs0YREREREYmdWPWo3AC8aK2tAF4MXu/LT4HXolKViIiIiIjEhVgFlfOAe4OX7wXOD7WRMWYuUAQ8F6W6REREREQkDsQqqBRZayuDl3cTCCPdGGMcwK+B7wy0M2PMNcaYJcaYJTV794S3UhEROcAYc4YxZq0xZoMxpldvuDHGY4x5MHj7u8aYcdGvUkRERoKIBRVjzAvGmJUhfs7rup211gI2xC6+Ajxtrd0x0GNZa++y1s6z1s7LzS8I0xGIiEhXxhgn8AfgTGAacJkxZlqPza4Caq21E4HfAr+IbpUiIjJSuCK1Y2vtqX3dZoypMsYUW2srjTHFQHWIzRYBxxljvgKkA25jTJO1tr/5LCIiEjlHARustZsAjDH/JDCUd3WXbc4Dfhy8/AhwuzHGBL+UEhERGbRYDf1aDFwZvHwl8ETPDay1n7XWlllrxxEY/nWfQoqISEyVANu7XN8R/F3Ibay1XqAeyOu5o25DdvdpyK6IiPQWq6ByC3CaMWY9cGrwOsaYecaYP8eoJhERiZJuQ3bzNGRXRER6i9jQr/5Ya/cBp4T4/RLg6hC/vwe4J+KFiYhIf3YCY7pcLw3+LtQ2O4wxLiAL2Bed8kREZCTRmelFRGSw3gcqjDHlxhg38GkCQ3m76jq09yLgJc1PERGRQxGTHhUREUk81lqvMeZrwLOAE/irtXaVMeYnwBJr7WLgL8D9xpgNQA2BMCMiIjJkCioiIjJo1tqngad7/O6HXS63ARdHuy4RERl5NPRLRERERETijoKKiIiIiIjEHQUVERERERGJOwoqIiIiIiISdxRUREREREQk7iioiIiIiIhI3FFQERERERGRuKOgIiIiIiIicUdBRURERERE4o6CioiIiIiIxB0FFRERERERiTsKKiIiIiIiEncUVEREREREJO4oqIiIiIiISNxRUBERERERkbijoCIiIiIiInFHQUVEREREROKOgoqIiIiIiMQdBRUREREREYk7CioiIiIiIhJ3FFRERERERCTuKKiIiIiIiEjcUVAREREREZG4o6AiIiIiIiJxR0FFRERERETijoKKiIiIiIjEHQUVERERERGJOwoqIiIiIiISdxRUREREREQk7iioiIiIiIhI3FFQERERERGRuKOgIiIiIiIicUdBRURERERE4o6CioiIiIiIxB0FFRERERERiTsKKiIiIiIiEndcsS4g3NxOQ1mOJ9ZliIiIiIjIMKhHRURERERE4o6CioiIiIiIxB0FFRERERERiTsKKiIiIiIiEncUVEREREREJO7EJKgYY3KNMc8bY9YH/83pYzufMebD4M/iaNcpIiIiIiKxEaselRuAF621FcCLweuhtFprZwV/Phm98kREREREJJZiFVTOA+4NXr4XOD9GdYiIiIiISByKVVApstZWBi/vBor62C7ZGLPEGPOOMUZhRkRERETkMBGxM9MbY14ARoW46aauV6y11hhj+9jNWGvtTmPMeOAlY8wKa+3GEI91DXBN8GqTMWbtcGofQD6wN4L7jyTVHn2JWjeo9liZHOsCom3lRx/sHZ+XsjUGD53IfyeHSsd8eNAxR8/YGDzmYcNY21dGiOCDBoLEidbaSmNMMfCKtbbfD2djzD3Ak9baR6JRYz91LLHWzotlDYdKtUdfotYNqj1WErn2RHM4Ptc65sODjllGilgN/VoMXBm8fCXwRM8NjDE5xhhP8HI+cAywOmoVioiIiIhIzMQqqNwCnGaMWQ+cGryOMWaeMebPwW2mAkuMMR8BLwO3WGsVVEREREREDgMRm6PSH2vtPuCUEL9fAlwdvPwWMCPKpQ3GXbEuYBhUe/Qlat2g2mMlkWtPNIfjc61jPjzomGVEiMkcFRERERERkf7EauiXiIiIiIhInxRUBmCM+ZUx5mNjzHJjzGPGmOx+tnUaY5YZY56MZo19GUztxpgxxpiXjTGrjTGrjDHfjEWtPWoa1HNujDnDGLPWGLPBGHNDtOsMxRhzcfB59Btj+lx9xBjzreB2K40x/5azKsAAAAfqSURBVDDGJEezzj5qGmzt2caYR4L/R2uMMYuiWWcfNQ2q9uC28fY6HbD2eHydJiJjTK4x5nljzPrgvzn9bJtpjNlhjLk9mjWG22CO2Rgz1hjzgTHmw+Df15djUWu4DPKYZxlj3g4e73JjzKWxqDVcBvu3bYz5jzGmLl7e/4ZqoM99Y4zHGPNg8PZ3jTHjol+lhJOCysCeB46w1s4E1gE39rPtN4E1UalqcAZTuxe41lo7DVgIfNUYMy2KNYYyYN3GGCfwB+BMYBpwWRzUDbASuAB4ra8NjDElwDeAedbaIwAn8OnolNevAWsP+j3wH2vtFOBI4uNvfrC1Q/y9TgdTezy+ThPRDcCL1toK4MXg9b78lMH9PcW7wRxzJbDIWjsLWADcYIwZHcUaw20wx9wCXGGtnQ6cAfyuvy8iE8Bg/7Z/BVwetarCaJCf+1cBtdbaicBvgV9Et0oJNwWVAVhrn7PWeoNX3wFKQ21njCkFzgb+HOr2WBhM7dbaSmvtB8HLjQQacCXRq7K3QT7nRwEbrLWbrLUdwD+B86JVY1+stWustYM54agLSDHGuIBUYFdkKxvYYGo3xmQBxwN/Cd6nw1pbF436+jPY5z1OX6cD1h6Pr9MEdR5wb/DyvcD5oTYyxswFioDnolRXJA14zMHXcXvwqofEbxsM5pjXWWvXBy/vAqqBgqhVGH6D+tu21r4INEarqDAbzOd+1+fhEeAUY4yJYo0SZon+ZhRt/wU808dtvwOuB/zRK2dI+qsdgGAX6Wzg3SjUM1h91V0CbO9yfQcJ0nCz1u4EbgW2Efgms95amygNonJgD3B3cPjUn40xabEuagji/XU6oDh9nSaKImttZfDybgJhpBtjjAP4NfCdaBYWQQMeMxwYXricwPvqL4KN90Q1qGPezxhzFOAGNka6sAga0jEnqMF87h/YJviFZz2QF5XqJCJisjxxvDHGvACMCnHTTdbaJ4Lb3ERg+MUDIe5/DlBtrV1qjDkxkrWGeOxh1d5lP+nAo8B/W2sbIlFrj8cLS92xMJjaB7h/DoFvfcqBOuBhY8znrLV/C2+lIR97WLUTeM+YA3zdWvuuMeb3BIYY/CCMZYYUhuc9rl+ng9xPVF+niai/57rrFWutNcaEWvbyK8DT1todifJFbBiOGWvtdmBmcMjX48aYR6y1VeGvNjzCcczB/RQD9wNXWmvj+guMcB2zSCJRUAGstaf2d7sx5vPAOcApNvR6zscAnzTGnAUkA5nGmL9Zaz8X9mJ7CEPtGGOSCDR+HrDW/ivsRYYQhrp3AmO6XC8N/i7iBqp9EE4FNltr9wAYY/4FHA1EPKiEofYdwA5r7f5v8x+h/3H+YROG2uP2dToYsXidJqL+nmtjTJUxpthaWxlsoFaH2GwRcJwx5itAOuA2xjRZa+NiwY5QwnDMXfe1yxizEjiOwOs7LoXjmI0xmcBTBL4weCdCpYZNOP+fE9RgPvf3b7MjOLQ6C9gXnfIkEjT0awDGmDMIDBX5pLW2JdQ21tobrbWl1tpxBCZFvxSNxs9ABlN7cOzmX4A11trfRLO+vgymbuB9oMIYU26McRN43hdHq8Zh2gYsNMakBp//U4ivyd19stbuBrYbYyYHf3UKsDqGJQ1avL5OByMeX6cJajFwZfDylUCv3ixr7WettWXBv5PvAPfFc0gZhAGP2RhTaoxJCV7OAY4FBjPXLl4N5pjdwGME/n/jNpANwYDHPAIM5nO/6/NwEYH3efUuJTJrrX76+QE2EBjv+GHw587g70cTGB7Qc/sTgSdjXfdgayfwgWSB5V22Oyve6w5eP4vAqmAbCXwjFg/P+acI9Dq0A1XAs33U/j/AxwRWfLof8CRQ7bOAJcG/mceBnESpvcv28fQ6HbD2eHydJuIPgbHqLwLrgReA3ODv5wF/DrH954HbY113pI8ZOC34t/VR8N9rYl13FI75c0Bnl9fTh8CsWNceyWMOXn+dwDzD1uD7zumxrn2Ix9nrcx/4CYEvNiHQW/4wgXbEe8D4WNesn+H96Mz0IiIiIiISdzT0S0RERERE4o6CioiIiIiIxB0FFRERERERiTsKKiIiIiIiEncUVEREREREJO4oqIj0wRgzLnjis1C35RtjOo0xX452XSIi0ltf79nGmFeMMWuNMR8ZY943xsyKRX0iMnQKKiKH5mLgHeCyWBciIiID+qy19kjgDuBXsS5GRAZHQUWkfy5jzAPGmDXGmEeMManB318GXAuUGGNKY1ifiIgc1Nd79n5vAyWxKExEhk5BRaR/k4E7rLVTgQbgK8aYMUCxtfY94CHg0lgWKCIiB/R6z+5x+xnA41GvSkQOiSvWBYjEue3W2jeDl/8GfCN4+aHgv/8E/gr8OtqFiYhIL329Zz9gjHED6YDmqIgkCPWoiPTPhrh+GfB5Y8wWYDEw0xhTEe3CRESkl1Dv2QCfBcYD9wK3RbUiETlkCioi/SszxiwKXv4MgQn06dbaEmvtOGvtOODnaFK9iEg86Pme/cb+G6y1FvgBsNAYMyUWxYnI0CioiPRvLfBVY8waIAf+/3btEAlAEAjD6Nq8sGfxFI7HI66B4tBM/uG9CmETMx9Qe1Xdy56rhApAgvXMPt+L3T1qftU9fpgN+GibFwwAAAA5vKgAAABxhAoAABBHqAAAAHGECgAAEEeoAAAAcYQKAAAQR6gAAABxhAoAABDnAapBFVkZEFhNAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(12, 6))\n",
    "fig.suptitle(\"Cross-section of the Posterior Distribution\", fontsize=16)\n",
    "sns.kdeplot(hmc_empirical[:, 1], hmc_empirical[:, 2], ax=axs[0], shade=True, label=\"HMC\")\n",
    "sns.kdeplot(svi_diagnorm_empirical[:, 1], svi_diagnorm_empirical[:, 2], ax=axs[0], label=\"SVI (DiagNormal)\")\n",
    "axs[0].set(xlabel=\"bA\", ylabel=\"bR\", xlim=(-2.5, -1.2), ylim=(-0.5, 0.1))\n",
    "sns.kdeplot(hmc_empirical[:, 2], hmc_empirical[:, 3], ax=axs[1], shade=True, label=\"HMC\")\n",
    "sns.kdeplot(svi_diagnorm_empirical[:, 2], svi_diagnorm_empirical[:, 3], ax=axs[1], label=\"SVI (DiagNormal)\")\n",
    "axs[1].set(xlabel=\"bR\", ylabel=\"bAR\", xlim=(-0.45, 0.05), ylim=(-0.15, 0.8))\n",
    "handles, labels = axs[1].get_legend_handles_labels()\n",
    "fig.legend(handles, labels, loc='upper right')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MultivariateNormal Guide\n",
    "\n",
    "As comparison to the previously obtained results from Diagonal Normal guide, we will now use a guide that generates samples from a Cholesky factorization of a multivariate normal distribution.  This allows us to capture the correlations between the latent variables via a covariance matrix.  If we wrote this manually, we would need to combine all the latent variables so we could sample a Multivarite Normal jointly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Elbo loss: 571.0312964916229\n",
      "Elbo loss: 554.6292096376419\n",
      "Elbo loss: 522.1938552260399\n",
      "Elbo loss: 497.2108246088028\n",
      "Elbo loss: 518.4177484512329\n",
      "Elbo loss: 452.42299622297287\n",
      "Elbo loss: 492.90250730514526\n",
      "Elbo loss: 472.3296730518341\n",
      "Elbo loss: 398.4358947277069\n",
      "Elbo loss: 410.0162795782089\n",
      "Elbo loss: 267.7939188480377\n",
      "Elbo loss: 253.1294464468956\n",
      "Elbo loss: 256.14391285181046\n",
      "Elbo loss: 251.53698712587357\n",
      "Elbo loss: 251.73150616884232\n",
      "Elbo loss: 252.90503132343292\n"
     ]
    }
   ],
   "source": [
    "guide = AutoMultivariateNormal(model)\n",
    "\n",
    "svi = SVI(model, \n",
    "          guide, \n",
    "          optim.Adam({\"lr\": .005}), \n",
    "          loss=Trace_ELBO(), \n",
    "          num_samples=1000)\n",
    "is_cont_africa, ruggedness, log_gdp = train[:, 0], train[:, 1], train[:, 2]\n",
    "pyro.clear_param_store()\n",
    "for i in range(num_iters):\n",
    "    elbo = svi.step(is_cont_africa, ruggedness, log_gdp)\n",
    "    if i % 500 == 0:\n",
    "        logging.info(\"Elbo loss: {}\".format(elbo))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at the shape of the posteriors again.  You can see the multivariate guide is able to capture more of the true posterior."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1243d55c0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "svi_mvn_posterior = svi.run(log_gdp, is_cont_africa, ruggedness)\n",
    "svi_mvn_empirical = EmpiricalMarginal(svi_mvn_posterior, sites=sites)._get_samples_and_weights()[0] \\\n",
    "                    .detach().cpu().numpy()\n",
    "fig, axs = plt.subplots(nrows=2, ncols=2, figsize=(12, 10))\n",
    "fig.suptitle(\"Marginal Posterior density - Regression Coefficients\", fontsize=16)\n",
    "for i, ax in enumerate(axs.reshape(-1)):\n",
    "    sns.distplot(svi_mvn_empirical[:, i], ax=ax, label=\"SVI (Multivariate Normal)\")\n",
    "    sns.distplot(hmc_empirical[:, i], ax=ax, label=\"HMC\")\n",
    "    ax.set_title(sites[i])\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "fig.legend(handles, labels, loc='upper right')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's compare the posterior computed by the Diagonal Normal guide vs the Multivariate Normal guide.  Note that the multivariate distribution is more dispresed than the Diagonal Normal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x124f98d68>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(12, 6))\n",
    "fig.suptitle(\"Cross-sections of the Posterior Distribution\", fontsize=16)\n",
    "sns.kdeplot(svi_diagnorm_empirical[:, 1], svi_diagnorm_empirical[:, 2], ax=axs[0], label=\"HMC\")\n",
    "sns.kdeplot(svi_mvn_empirical[:, 1], svi_mvn_empirical[:, 2], ax=axs[0], shade=True, label=\"SVI (Multivariate Normal)\")\n",
    "axs[0].set(xlabel=\"bA\", ylabel=\"bR\", xlim=(-2.5, -1.2), ylim=(-0.5, 0.1))\n",
    "sns.kdeplot(svi_diagnorm_empirical[:, 2], svi_diagnorm_empirical[:, 3], ax=axs[1], label=\"SVI (Diagonal Normal)\")\n",
    "sns.kdeplot(svi_mvn_empirical[:, 2], svi_mvn_empirical[:, 3], ax=axs[1], shade=True, label=\"SVI (Multivariate Normal)\")\n",
    "axs[1].set(xlabel=\"bR\", ylabel=\"bAR\", xlim=(-0.45, 0.05), ylim=(-0.15, 0.8))\n",
    "handles, labels = axs[1].get_legend_handles_labels()\n",
    "fig.legend(handles, labels, loc='upper right')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and the Multivariate guide with the posterior computed by HMC.  Note that the Multivariate guide better captures the true posterior."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1249d9400>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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jHmYCnYFUrfXjVmWtsvp/BMbYmP8WtuJYzC6lPrZs9yJG3/yeWusky7KVloviacAvlmVvA0lAZ611lmXZ+b7tWuudSqlcLu5GU5z+GOMo7tNaF9ZlleWC6Cml1Dtaa+s+thu01v+xWq8pMFYpNUYbXxt1Af7RWk+z2mb5pSpg62ujtf5bKZUI5F7quLTW6Uqp/ZaHB0pY1wNoo7VOsezrDLDVcj4KL1DfB9ZrrQdZ1WktxpiXpzC6cJXG3tI44gOMBzrwb7Cz9dx3AeZprb+wKvf8WA2lVGHXpGPWx2oJDW8AX2mt77davgU4CDwAWE9G4A2011qfsVo32PpgyvA+KrHMyxAD1L/E810wvtCwHtOxpPA/lt8fgJMl/E7UAu7RWts61m251vppy/9XWVpGpimlXtNaH7KxDFvqZe0+IBzorbVeZ1n2q1KqHvCKUuoLrbX119rztdZTLf9frZTqhDHGayrimpaenm7/2GOPNUxPT7e3t7fXwcHBuV9//fX5v7OjR49OmTx5ctBrr71m0yxbN910U9qqVatqt2jR4oKL4caNG+c///zz8UXXHz16dMq8efPqhIWFNW/btu25Ro0aXfRFZMeOHbPt7e1106ZNI0eMGJHYvn37C8LOyJEjk3v27Nls5syZ0YXLJk+efGr48OGNPT09Td27d8+IiYm5KAAVNWnSpDNjx44NeeONNxr07dv3/IQA/fr1y3j77bfrR0RERD711FOnp0+ffmrcuHENIyIiIs1mswoKCsotHD9TkhdeeOF0t27dIgsff/XVV8fHjx/f6LHHHrNr2LBh7rfffhtd8taX1qVLl+wWLVpkNW7cuEX9+vXz2rdvX2zo+eOPP9zatm17ztHRsdQyla3NP0IIg+UP8Blguta61G8CLV1UvsK42N9gtTwS2Ac8qLX+vMg20cB2rfUQpVRPYB1Gi8x3wB9a61SrdT2BaCAK+BDjQja2SHkXfCmhtTbZuN1JYDXGBaS1x4G3ML7xNQEZwFta62cvcR6iLXUv2iXkRWCq1lpZHr+JcdHtaj12QP3bfWqg1nqJ1eO7tdYLrNZ7CPgEqK+1PqOUuhfj/H+IMbnBJqswVVJdbXptLI/nAt211sGllFlY375a69XFlLlfa93fapkzkAM8p7WerpQKxxis/wBQdDzMT0CA1rrEWbYKz3ORxXnAR5Z95JTh3H8FDMIIqKuAndYXo+rf7l8XnD+lVF/L+jdifAtvbQdwRGt9h9U5Oaa1vmDmKauy79Nazy7ja1VsmSUp6XfW6vm/AQ+tdaTl8WygV+HvglJqKkZrwQzgV2BL0fEwljDxqtb6+SLLZ2O0mLkWudAvrNc6rfUYy+MxGL/jN2it11it1xijhWWU1nqu1etoHSqstw/RWkfbUC/rY1wAdNVaBxZZr7DMVlrrPVaPO2mtt1it9zrwhNZaun9Vs927d0e3bt06sfQ1rwwnTpxwHD58ePCmTZsOV3ddxIXuu+++oMGDB6cOGjQoo+hzu3fv9m3dunVw4WPp+iVE2SUB2RhjLsqi6GxQPiUsByMI+QBordcDQ4EgjAvSBGWMB2hleT4NozvLKYyLzhil1F6lVOHFWTCQb/2jlAoubTuLusDoottjhBSAOhjfUNtRcQPifYDkYgY4n7F63lrRvsqF354VXvh8g9Fy0Amjm1ayUmpR0W/mi6kDlPLaVLALjsNqsoXC4yi8WdcXXPx63IrxWtiiM3AdxriUWlrrJ6y6MNp67v8DzMJordgKxCul3lVKlTZLUOExrC7mGFoWcwwlzaBmrayvlS1l2iqolPJewwiHAzFad5KUUl8ppXwvsY21hKIhpRRnS3gcUHTFCuRDyee+8Hlrxb1fS/2GWYiyatSoUf7999+fWHjDR1FztGjRIru4kFIc6folRBlZWiPWAX1V2WbvKtp8WfgH27+Ydf2B7Vb7XAgstHSd6YXRfWaFUipQa23WWu8ChlhaTjpgfIu7QCnVGuNb+OuKlH/KUm6J22mt92KEso2W/RXnFMZYCjMVdzGUDPgopZyKXDD7Wz1vM0v3r1nALKVU4fTRM4DvMcJLSXWw3qe1C16bKlTY9e45jAv9oi41c5W17ZZB9MWx6dxbBpM/BzynlGqEMdZkuqUOky6x78JjGIPRClJU0T9ctjT5l/W1qpBuBEqpNkADShi7AaC1zsd477yhlPLHCJTvAG4Y45BKU9a61uPC81p4T4iTln8LA+kF94bA9pBbnGSgaTHLy/V+FaIijR07NqW66yAu9tRTT9nccicpU4jymY7xx/3N4p5UxkxZrUop4yDGN57DrBcqpbpitNasK7qB1jpTa70U48K7PkUuMLTWJkuf8hcw3t/NtNZ5WuttRX7yStvO8tQKoBWwr5gytmljqtQsjHuD3KOsZhgqRi7G2J7SrLfUYWiR5SMxLoT/sqGMYmmtU7TW3wMLMAZwl6TMr40NCgOtLeegpDpFA81LeC3KNSi8iDKfe631Ca31DIwB1IXntKRj3YQRRsJKOIaD5ahzZbxWl2T5wuBDIAvjvVgqrfUZS9e01Vz4u5dH+X8nirqryONhGF8iFM4yWNjfv+jvfnEzn9lar/VAoFKq6KQCI4B4jEkThBCiXKRFRYhy0FpvUEo9Cbxj6SM/G2NgrTdwAzAW4w91iRePWusCpdQUjG/652LM2BOAMbvSYSz3tVBKTcP4ZnQtRgtGIMbMUbu01glKqVuBccBijL777pbnM7jERb2N200BtgAblFIfYFwoe2Nc6ITqfwdEP41xwfKXUmoGRjewUIzB4YUD3fcD11v2ewZjYH10MVX7FSP4fKKU8sP4hri/5Zy+ri8cSF8qpdSnVscUDzQBRnHhhAQXsPW1KaNDGON57ldKJWNczB/UWtvU/K211kqpRzHu0+OEEbYSMX43ugIxWut3ylEvazade6XUXxgTKezBmIGsJ8bMcF9byjmL0XoyTCn1D3AOOK61TlJKPQN8aCn/VyAN49z2xBh3UdrMVheopNfKmq9SqjPGpBKe/HvDRz9guNb6VEkbKqV+BnZjjL9JAdpizDRmHW72Y0y7vMKyzqlLlVmK/kqptzB+tztidDv7Rmt9GEBrfVoptR6jJSwR4/1wD8Z7tShb6zUbmAgsUkpNxnjvj8QyG1wZu64JIcQFJKgIUU5a6/eUMVvRExiDin0xLoi3YUy5uuQSmxeW8alSKgt4BmOgdybGjFT/1Vqfs6y2GSNAvIvR3zse40LkBcvzhzHGzLyA0cqSgTFuoK+23IiuBKVup7WOUUp1wJj96zWMi7MkYC//XpSitd5q+UZ1GvB/GH3OT2AMni30HMa0ygswvqn9GqMLUNFzYlbGNLyvYXQjqoMRkJ7kwhmhbPUnxsxEozAuNE9hXMxecpYhG18bm1ku0idgHNN6jC5zvSnDN/5a6+XKuNnoZIwuR64Yoe9vjK5sl6UM534Dxrf3z2L8HTmGMSB6plU5Yy3lrLascx8wW2s9SykVi3FeR1ieO4nRxXBXOetdoa9VETdbfswYd4M/gnGuP9Zalzbz3waM1qlHMbp7xWC0wlpP9TwBY1ayJRjvm5cw3m/lcQ/GZAjjMVpEPsP4EqHoOh9b9pmDEeResaxrzaZ6aa3PWSb8eBOjpbk2RivXKK313HIehxBCADLrlxBCCCHENe9qm/VLXJlk1i8hhBBCCFHjuLm5tbV+PHPmzDqjR49uCPDkk082UEq137t37/lZ4qZNm1ZXKdV+w4YNbgBpaWl2I0aMaBQUFNSiefPmzTp27Nh0zZo17lV7FKIiSdcvIYQQQghxgTbTVrVOzcqvsOtELzdH064pN+2+nDLCw8Ozv/nmG58333zzNMDixYt9wsLCzt+YceTIkcGNGjXKjY6O3mtvb09UVJTTrl27KmqyClENpEVFCCGEEEJcoCJDSkWV179//9Tly5d7Aezbt8+5du3aJm9vb1Ph4507d7q///77J+3t7QGIiIjIGzZsWNrl7ldUH2lREUIIIYQQ1S43N9cuIiIisvBxWlqafd++fc8HDQ8Pj4IGDRrkbd261WXhwoVed955Z8qcOXN8AXbt2uUSGRmZ5eAgl7ZXE2lREUIIIYQQ1c7Z2dkcFRW1v/Dnueeeu2hK7Lvuuit5zpw5PsuWLfMeOXKk3NDxKidBRQghhBBCXBHuvvvutIULF9YJCAjI8/HxMRcub9OmTc6BAwfcTCZTdVZPVDAJKkIIIYQQ4opQu3Zt84svvhj3wgsvnLZe3rx589xWrVqde/LJJxuYzUZ+OXjwoNN3333nWS0VFRVCgooQQgghhLhijBs3LqV79+5ZRZfPnTs3Oj4+3rFRo0YtwsPDm48aNSqkfv36+dVRR1Ex5IaPQgghhBDXuKI3fKyJ0xOLq1/RGz7K1AhCCCGEEOICEipETSBdv4QQQgghhBA1jgQVIYQQQgghRI0jQUUIIYQQQpjNZrOq7kqIa5fl989svUyCihBCCCGE2JuQkOApYUVUB7PZrBISEjyBvdbLZTC9EEIIIcQ1zmQyjT1z5sznZ86caYF8kS2qnhnYazKZxlovlOmJhRBCCCGEEDWOJGYhhBBCCCFEjSNBRQghhBBCCFHjSFARQgghhBBC1DgSVIQQQgghhBA1jgQVIYQQQgghRI0jQUUIIYQQQghR40hQEUIIIYQQQtQ4ElSEEEIIIYQQNY4EFSGEEEIIIUSNI0FFCCGEEEIIUeNUa1BRSt2ilDqolDqilHq2mOd7KKV2KKVMSqk7q6OOQggh/mXD53ZDpdRapdROpdQ/Sqn+1VFPIYQQV75qCypKKXvgQ6AfEAkMV0pFFlktBhgDzK/a2gkhhCjKxs/t54EFWuu2wDDgo6qtpRBCiKtFdbaodASOaK2Paa3zgO+AQdYraK2jtdb/AObqqKAQQogLlPq5DWjAw/J/T+BUFdZPCCHEVaQ6g0oAEGv1OM6yTAghRM1ky+f2i8A9Sqk4YDnwn6qpmhBCiKuNQ3VXoCIopcYB4wDc3NzbN27StJprJIQQ5bNn145ErbVfddfjMgwHZmutZyilugBzlFIttNYXtIwX/dwODZfPbSHElWfv7iv+M7tGq86gchIIsnocaFlWZlrrT4FPAVq1ba+Xrtl0+bUTQohq0MjH5UR11+ESbPncfgC4BUBr/ZdSygXwBeKtV7L+3G7Zpr3+Zc2flVVnIYSoNKF1XGvyZ/YVrzq7fm0FwpVSIUopJ4xBl79UY32EEEJcmi2f2zHADQBKqWaAC5BQpbUUQghxVai2oKK1NgETgJXAAYxZYvYppaYppQYCKKWus/RzHgrMUkrtq676CiHEtc6Wz23gKeBBpdRu4FtgjNZaV0+NhRBCXMmqdYyK1no5xmBL62VTrP6/FaNrgRBCiBrAhs/t/UC3qq6XEEKIq4/cmV4IIYQQQghR40hQEUIIIYQQQtQ4ElSEEEIIIYQQNY4EFSGEEEIIIUSNI0FFCCGEEEIIUeNIUBFCCCGEEELUOBJUhBBCCCGEEDWOBBUhhBBCCCFEjSNBRQghhBBCCFHjSFARQgghhBBC1DgSVIQQQgghhBA1jgQVIYQQQgghRI0jQUUIIYQQQghR40hQEUIIIYQQQtQ4ElSEEEIIIYQQNY4EFSGEEEIIIUSNI0FFCCGEEEIIUeNIUBFCCCGEEELUOBJUhBBCCCGEEDWOBBUhhBBCCCFEjSNBRQghhBBCCFHjSFARQgghhBBC1DgSVIQQQgghhBA1jgQVIYQQQgghRI0jQUUIIYQQQghR40hQEUIIIYQQQtQ4ElSEEEIIIYQQNY4EFSGEEEIIIUSNI0FFCCGEEEIIUeNIUBFCCCGEEELUOBJUhBBCCCGEEDWOBBUhhBBCCCFEjSNBRQghhBBCCFHjSFARQgghhBBC1DgSVIQQQgghhBA1jgQVIYQQQgghRI0jQUUIIYQQQghR40hQEUIIIYQQQtQ4ElSEEEIIIYQQNY4EFSGEEEIIIUSNI0FFCCGEEEIIUeM4VHcFhBCVS2tNVmYGKYnxJCfFk5IYT15uDvb2Dtg7OODg4ICDoxN16tanQcMQ3NxrVXeVhRBCCCEkqAhxNdFaE386jsP7dnFk/z8c3rebmGOHyMvNsbkMLx8/GjRC7dUQAAAgAElEQVQMJjAknDadutOifRecXVwrsdZCCCGEEBeToCLEFS43J5t9OzazZcNqdvy1jrTkRACcXVxpHNGCGwfeTZ26/nj71sXbty4+vnVxdnGloMCEyWSiwGQiPy+X+NNxnIo5zqmY45yOPc6GFYtZ9dN8HJ2cadmhC+279abj9X3x8Pap5iMWQgghxLVAgooQV6CMtBT+WrOC7X+uYd/OzeTn5eHq5k6bzj1p3q4j4ZGtCQoJx97B9rd4cHizCx6b8vPYv2sr2/9cy/ZNa9mxaR2z33+Vnv1u59a776N+UHDFHpQQQgghhJVqDSpKqVuA9wF74HOt9fQizzsD3wDtgSTgbq11dFXXU4iawGTKZ+dfG1i/YjE7Nq2jwJRP/aBg+g4aTpvO1xPZpiOOTk4Vtj8HRydaXdeNVtd1Y8zEyZw4epBVP81n/a8/8fsvC7iux40MHD6W8OatK2yfQgghhBCFqi2oKKXsgQ+BvkAcsFUp9YvWer/Vag8AKVrrMKXUMOAN4O6qr60Q1SfhzElWLprPuuWLyEhLwdO7DrfcMYIe/W4nOCyiSuqglCI4LIJxz0zjrgceY8WPc1m1aD5b1v9Gu669uPex/+Ef0LBK6iKEEEKIa0N1tqh0BI5orY8BKKW+AwYB1kFlEPCi5f8LgQ+UUkprrauyokJUNa01B/fsYPmCr9mycTVKKa7rfgO9+t9Bq47dcHBwrLa6efn4MuzBxxk0ciyrfvqORV9/xNOjb2Xg8LHcce/DODhWXKuOEEIIIa5d1RlUAoBYq8dxQKeS1tFam5RSaUAdILFKaihEFTPl57Hp919ZtuBrog/vx722JwOHP8BNt4/At1796q7eBVzdajFo5Fiuv/k25n30Nj9+/RH7dm3hiWnv4eXjW93VE0IIIcQV7qoYTK+UGgeMAwgIDKrm2ghRducy0ln9ywJ+XfgNKYnxBAaH8eAzL3H9TQNr/NTAPr71+M+Ut2jXtSefTH+e/z14J0+/9gGhTVtUd9WEEEIIcQWrzqByErBOFYGWZcWtE6eUcgA8MQbVX0Br/SnwKUCrtu2lW5ioVknn8mxar467E/Gn4/j1hzmsWfoDOdlZtGjfhYcmvUKbTtejlKrkmlasbjfeSoOGobz9vwlMeWQk456ZRo9bBlV3tYQQQghxharOoLIVCFdKhWAEkmHAiCLr/ALcC/wF3AmskfEpoqayNaAARB/cy+cLZ7Pzz9UoZUf7Hjcz5J4HCGkSWYk1rHwhTSJ5/bOFvDv1cT58dRLRRw5wzyP/xc7Orlrqcy4jnegjB4g+HEVS/Glyc7LJzc4mJyebvJxsPH3qEBgcRsPQJgSFNqFOXf8rLiAKIYQQV6tqCyqWMScTgJUY0xN/qbXep5SaBmzTWv8CfAHMUUodAZIxwowQNY4tIcVcUMC+bX+w+sdvOPzPVlzda3PDHaPpPWgE3n7+F5RTx/3KHZDu4e3D5He+YM4Hb7Ds+9nk5eTwwFNTqyQApKUksW3j7+ze8gfHD+0n/nTc+eecXVxxcXXD2cUVZ1dXnJxdiDl2iA0rfv637l4+3Db8AfrdOapCp3oWQgghRNlV6xgVrfVyYHmRZVOs/p8DDK3qeglRFqWFlMz0VDatXMTGpQtIOnsKL9+6DHnwabr1G4KLm3upZZYltKQlxRN3dD8nj0Wd/0k+exJlZ4+9vT129vbYOzji7VefJm0606RNF0Ij2+FUweNgHBwcGTNxMs4urvw87zOUnR1jHvtfmW5AaavEs6fYsmE1W9avIuqf7Wit8fNvQONmrehz21BCmkQSHBaBVx2/YrfPzEgj9thhYo4dYsefa5n38Vv8tvhbRo5/mk69bpYWFiGEEKKaqKutJ1Wrtu310jWbqrsa4hpSXFAxm80c27+TTSsXs339CvLzcglv2YGetw2jddfe2JdzeuHiQkt6SiI7Nyxn29qlRB/YdX65T71AAkKb4lu/oaVOBZgLTJgLCjh94jDRUf9gLjDh4OhISLN2dBswjLY9+lVoNy2tNfM+eosl331JROsOTJw6Ax+/ehVS7p7tf7Fi4Rx2bFqH1pqGoU3o2LMvHXvcRMPGTcodMHZv+YM5H75B7LHDRLTuwL3/eY7Qps0vu862auTjsl1r3aHKdlgDtGzTXv+y5s/qroYQQpRZaB3Xa+4zuypJUBHiMhQNKWfjotm8eglb1y4j6ewpnF1c6XjDrfS8bRgNgsMrbL/mggJid67lr5ULObhzE9pspkFIU9r3GkBo8/YEhEbg6l77kmXkZGVydN92Du38i72b1xIfd5yA0AiGjH+e8FYdK6yuABtX/sJnb0/F2cWVRyZPp23nHuUqJzM9lT9+W8qqn77l5ImjeHj5cOOgu+lx8yDqBwVXWH0LTCbWLFvIgs9nkp2VyeR3vqRZ66r5OyRBRVSl+PTcUtep6+FcBTUR4sokQaVySVAR4jIkncvjbOxxdv+9ll1//k501B6UnR0RbTrT8YZbad21Dy6ubhW2P7PZzP6/VrF+wcckxB7Fq24ALa/vT4vu/YmMLP+3/uaCAravW8rSr98n+WwcXfvdxaCx/8WtlkeF1T0u+ijvT32CmGOHuHHQ3Yx46Cnca5deflZmBls3rmbTml/Zs3UTBQUmQiNacMuQe+jap3+ljiVJT01hyvhh5Ofn89bXv+DmXqvS9lVIgoqoCrYElEuR8CKEQYJK5ZKgIkQZmQsKOLRvN9v/XMPmDas5GxcNQFBYMzr06sd1vfvjVaduxe7TbCZq8++s+/4j4mMO4xfUmJ53jSeyy03FdtUq72D8vJxsls+ZyZpFX+Hh7ctD0z4lKKziZiLLy81lwefvs/T7r1B2djSOaEGL9l1o0b4zTZq3JTcni7On4og/FcvZU7Ec2b+bXZs3YsrPx8+/AZ1796N731sJDm9WYXUqzaF9u5jyyAhuuG0oDz79UqXvT4KKqEyXG1BsJUFGXCskqFQuCSpC2CAzPZVdmzey46/17N68kcz0NOzsHWjS+jpad+5Nyy698LHM3FXR4g79w69fvM7Jw3uoExBCr7vG07zrzdjZ29tcRlmDS8yhPXz+8n/Izkzjwakf06RN57JW+5KOHdzH1o2r2bv9L44c2IO5oAClFEU/j/z8G9CxR1+69OlPWGSrahvYPvfDN1ny3ZdMfvdLWnXoWqn7kqAiKlpVhZOykCAjrhYSVCqXBBUhSpCceJbN61ayed0qovbsQJvN1Pb0pk3nHrTr0pOgFh0rtGtUUefSU1j19dvsXvsztbz9uPGex2nV49YyBZSS2BJcUhLO8PHkB0g4Fc19/3ufVl1vvOz9FifrXCYHdm3hyIE91Pb0pm79QOo2CKRu/cAK7TZ3OfJyc5h0/+3k5eYyY87SSq2XBBVRUWpiQCmJBBdxpZKgUrkkqAhhJSszg42rfmHTml85aJnqNig0nA7db6Bd116ERbQ8HxTKcoPHstBas2fjclZ8OZ2ccxl0GXgvPe4ch7Nr8VMZX65LhZZz6al88sKDxB3dz8Mvf0bTtpXbmlCT7d+5hZceG819jz/PLUPuqbT91OSgopS6BXgf495Xn2utpxezzl3Ai4AGdmuti97I9yISVCrWlRRQiiOhRVxJJKhUrmq9j4oQNcXp2GhW/DiXdcsXkZOdRWBIOHfeN4HOvW8hMLjxRetXVkhJSzzN0k+mcXjHRgLCWzHwkRep16hJpeyrUNFjsQ4u7h5ePPzyZ7z/zD189tKj/OeNr2nUtFWl1qemimzbkSYt2rDs+9ncNHh4hbRsXUmUUvbAh0BfIA7YqpT6RWu932qdcOA5oJvWOkUpVbGDtUSJrvRwYq3wWCSwCCEkqIhr2r6dm1n67Zfs/HsDdvYOdL2hP/2HjiK0aYsqrYfZbGbbyu9ZPeddtNbccv8kOvYbUS0Xw4XBpTCwuHt48ehrX/Duk8P55IUHefK9H/Br0LDK61UT3Db8AWZM/g+bN/xGl963VHd1qlpH4IjW+hiAUuo7YBCw32qdB4EPtdYpAFrr+Cqv5TXkagonxbE+PgktQlybJKiIa9LJE8f4euZr7N7yB57edRgy5hH6DhpW4t3LrVV0a0rS6Rh+/uB5Yg7soHGbrtz68FS86wZU6D7KVS+r46xTpx6PvPYlMybeZYSVd7/D3cO7GmtXPTp060O9BkGs/vn7azGoBACxVo/jgE5F1mkCoJT6E6N72Ita6xXFFaaUGgeMA2gQGFThlb2aXe0BpTjSyiLEtUmCirim5GRnsejrj1n6/WycXVwY9egkbrp9BE7OVf/Hr8CUz19L5rDu+4+wd3Bk0IRXaNN7UIXPbGU2F2Bnd3ktM0nn8rD3asDdz85kzotj+fTF8Tz6+mycnF0qqJZXBjt7e7reOIDFcz8lNTkRLx/f6q5STeMAhAO9gEBgg1KqpdY6teiKWutPgU/BGKNSlZW8Ul2LAaUoaWUR4toiQUVcM7b/uYYv3nmZpPjT9Ox3OyPHP42nd50ylVFRrSmxB3ex5JOXiD9xmIhON9B/7P/wqFPvssvNSk0g/the4o/vI+HYPhKi95GTkYp3QGP8gpvhGxyJX3AkfiHNcXAq+x/5Rs3acfvE6fww4yk+f+1JHp7yf9fcWI2uffrx0zefsHn9Km6+vdRx4leTk4B100egZZm1OGCz1jofOK6UOoQRXLZWTRWvThJQiiehRYirnwQVcdXLOpfJN//3OmuX/UjD0CY8NnUGEa3aVUtdss+l8/vc99m2agEePnUZ9uxMIjr2uexyE6MPsP3nWRzd+htojVJ2eDUIIbBFV9y9/EiKOciJXRuJ2rAYAHcff7qPfo7QDjeWuQWnedebSE/6Lyu/eoP5H77CLfc/i1Kq3DeZvNIEhTYhMDiMv35ffq0Fla1AuFIqBCOgDAOKnoDFwHDgK6WUL0ZXsGNVWsurjIQU20hoEeLqJEFFXNWi/tnBBy8/TWL8GW4f9RB33vcoDo7lu6C+nNaUAlM+O1b/yNrvPiI7M5XOA+6h9/AJlz3lcMqp4/z9/bsc37YaJ9datL31AYLb9sK3UQSOLhfe60NrTVZqAmeP/MPWRR+y8r2JBLfrTa+xL+HmWbYuTF1uG0V64hn+WvI1js6u9BnxWLHn52oML0opuvTpx8KvPiA54Sw+fpffEnYl0FqblFITgJUY40++1FrvU0pNA7ZprX+xPHeTUmo/UAA8o7VOqr5aX7kkoJRfSedOAowQVx65j4q4KhWYTCya8wk/zv6Iuv4BTHjhTZq0aFvu8sobUrTWHNq2nt++mUHiyeM0iuzAzff9lwaNI/8tO9O2C5I6tf79I5ufk8XmH95nz6r5ODg502bA/bS6+R6c3W27AaW5wMQ/K+aw+YeZOLq40WvsS4R2KNsNHc1mM0tnTWPHbwtp0qEnd0ycjot77TKVcaUGmdOx0Tw+4hZGjn+GgSMeqNCya/J9VCqL3EflQhJSqpYEGHE55D4qlUuCirjqJJw5yf9Ne4aDe3Zw/U0Duf/JKbi51yp3eeUNKScP7+G3Oe8QvXcrdQJC6DvqSZpe1wullM3hpDgJR3axZfYUMhPjiOw9lI53Tihzi0ih5Lgj/P7xsyRE76f9oIfoOPSxMnUF01qzdcV3rPjyDbz9gxj+7Ex8A0LKVZeyqu6Q88L4YWRnneOt2b9U6AQIElSubTFnkjgVfZjscxnkZmeTl5NFbnYWrrVq49egEXUDGuHu4VXd1bzqSXgRtpKgUrmk65e4qvy15lc+fWsK2mxmwvNvcv3NAy+rvPKElKRTJ/h9/kz2b1qJm4c3/R98nvZ9h2Dv4HhZAaUgP5e9v3xM1G/f4O5Tn95PfkrdJh3IBtxK3bp4PoFh3PHSfDZ89Qrbf55FgSmPLsOftvnCWylFx37DqdswjAVvPcVnk4Zzx+PTadqhVzlrZLtL3aiyKvS4eTCfz3iRE0eiCA5vVqX7FlePUzHH2bN1E8ei9nD4wB7Oxh6ntC8Q3Wp74t+wMZEdutOiU0/qBYVW+GyBAGfTs8u0fj0P1wqvQ3WRMS9C1AzSoiKuCtlZmcx+/zXWLV9EWLNW/Gfq2/gHlP+mhOUJKKnxp9jw46fsWrMYe0dHug68ly4Dx+DiVuuyAgpA0vE9bPn6RdJPHyP0+iG0ufMJHF2KH99i3UXMVlpr/vjmVfasmk+zXnfS474XsHdwLFMZqQmn+f6NiZw+tp/m3W6hx50PUa9ReJnrUhGqIrRkpqfy0ODr6Tt4OGMe+1+FlSstKle/5ISz/PX7cv5cvZToQ8b9Mmt5+dAwvDkNw5sTFB5JLQ9vnF3dcHZxw8nFlXMZaSScPEH8yRMknDxB7JH9xB4xtvWtH0SLTr24rs+tBIQ2LXN9yhpIyuNqCDESWERxpEWlcklQEVe8fTs388nrk0k4e4rBIx/kzvsn4FDGi+xC5Qko59JT2LjwU7au+A6A9n2H0mPoOGp5+V52QMnPzuSfxR9wZP0CXD39uG7UFOq36Gbz9mUJLVprtvwwk+0/zyIgshM3T3wXl1pl62KSn5vDhoWz2LxsHnk5WTTr3JceQx+ifkhEmcqpSJUZWt6b+gR7tm3i40UbKuxePBJUrk5aa/Zu/4sl8z9n3/a/0VoTGtGSbjcOIKRdD7z96pe5VSQ18Sz7tmxg7+Z1HNq9hQJTPiGRbeje/y5ad7uxxIlDqiKYlMRsLiAzJYn0pLNkZ6aRnZmGoymbrIx08nJzKDDlYzLlU2DKx1xgxs7eHnsHB+ztHbB3cMTFzR3XWrVxdauFq7sHtTy98ajjh6ePH47lmHK9PCSwCGsSVCqXBBVxxcrJOsf8WTNYuWg+9QIa8sj/XieiVftyl1fWkJKXm83fS+bw5+IvycvJok3vwfS6ezyevvWN8i4zpJzctZbt304nOy2BsJ530WrwBBxdyzfWpiyB5eDGX1j7+QvU9m3AgGc+xss/uMz7y8pI4++lc9i8bC65WZmEtbueNr0G0uS6Xjg5V883q5URWPZu/5uXHx/DhBfe4vqbbquQMiWoXH327djM95+9y5F9u/H2rUvvW4fSre8A6geFVNjA+XMZaWz9/Rf+WLaAxNOx1PL0pn2vAbS9/iYaNW1JfEZOhezHFrnZ50g5G0fKmTjj37NxpMWfJi3xDOlJZzAXFFy8kVI4Orlg7+iIvYPx42Bvh7mgAJMpH7PJhMmUT15OySHL3cMLL996+PoH4dsgCF//QHwbNKR+o8bU8vSp8OOUwCJAgkplk6Airkh7d/zNJ9Mnk3jmFP3uHM2wcY/j7FL2C+DytKCYzWZ2rfmJNd9+QGZKAk079uGGkROpG9TYKPMyA8q55NPsWvA2cTvX4NkgjA6jXsA3tNVllWnNltBy+uAOfn33P2htpt/j/0eDZuX7DM4+l86WZfPZtuoHMpLP4uTiRrPON9KyxwBCWnbC3r7qh8lVZGAxm808MbIfXnX8eOmDuRVSpgSVq8fZkzF8/f6r7Pp7Az5+/tw++mF69LsdRyfjd7AyZvcym80c2vU3fy7/gX1bN2IuMOHh609Ep95EdOyDf0gE9g4V877LzT5H4slokuKOk3DyGIlxx0mMO0560tkL1nP3qoOXX308fOvj5eePh68/HnX8cavtiWttT1zcPXBxq4Wys7Ph+ArwdDCTfS6D7HMZZKYmk5YUT1pSAqlJ8aTEnyLp7EmSzsRRYDKd387Tx4+A0KYEhDYlKKw5oc3bUsvT+7LPgYQVIUGlcklQEVeU9JRk5s+awdplP+If2Ijxz71WrlaU8s7kFXNgB79+OZ3TR/cT2LQ1fUc/RaNm/9488nJCSmZCLFGrvuH4JmMWqea3jqNp31HY2ZevG1tpSgssaWdjWPbWeNLjY2k/+GHaDRyLvUP5LvLNBQWc2L+dfzYsYf9fv5GblYmjiyuB4a0IatqGoIi2BDZthauN0ytXhIoKLD/P+5z5n7zNjG+WEhgSdtnlSVC58mmt2bBiMV+/9wrKzo7Box/m5jtG4uTscn6dypyCuLBrV865DA5v38iBzb9z/J8tmAtMODq7UL9xJAFhLQho0hKfeoG4eXrj4lb7oqCgtSYvJ4v0pLOkxp8iLeE0qfGnSDp1gsSTx0lPPHN+XXtHJ3wbNKJOQAh+gSH4NGiEd71AvOsF4ORS3uk+ysZ6HIy5oIDUpLMknIrhdPRh4o4e5OTxg5yNOYbZbLTo+DcMJbR5e8JatKdJm07lDi4SVq5tElQqlwQVcUUwFxTw28/f8f1n75OTnUX/u+5l6P0TytSKcjk3bExLPM1vc95l78bl1PapR99RT9Cyx4DzfcovJ6CkxEQRtWo2sdt+Q9nbE9z5NiIHjMXdp365yyyrkkJLzrk0Nn71Cof/WoZPYBi9xk7DP7zNZe0rPy+Xwzs2EL1nK7EHd3EmOgptNgPgVTcAv6DG1G0YTt2GYfgFNsbHP6jM92exVUWElfSUZMYP6ckNt93F/U+8cNnlSVC5suVknWPWG8+zee0KmrW5jkcmv0Gdehe+lysrpFxq7El2ZjrH92zh5KE9xB3ew9noQ2jzv12wlJ09bh5eODq5kJ+bTX5uDnm52VDkGsHR2QVv/yB8LYHENyAE38BQvOo1wM7OvlKO63IUHcSfn5dL3NEDHN27g6N7t3Ns/y5ys8+hlKJR05ZEdrie5h170CCkSZnHDElguTZJUKlcElREjRf1zw6+eu9log8foEX7Ltz3+PMEBje2efvLuqN8gYm/fvmGdd9/BGi6DrqP7rfff8E3hOUJKQWmfOJ2rObIugUkHt2Fg4s7YT2G0uTGEbh6+pW7vperpMASvWMd67+axrnkM4R16U/nux7Ho25ghewzNzuLk0f2EHdwN/Exh4mPOULiqeOYrbptuNb2wsc/yPiG1j8In3pBePsH4l0viNo+dbGzocvIpVxuYPm/ac+w/c81fPzTelzdyn/PHpCgciXLSEvhzf8+zPFD+7jrgYncOvx+7OwvvHivjJBSnsHx+bk5nDkeRXrSWc6lp5CdnkpWeir5eTk4Orvg6OyKk4srTi5ueNSph2fdBnj51cfNw7tSpkKuKkWDS0GBibgjBziw/U/2b91IzOF9gDGTWrue/Wjfsx/1gmy/N5SElWuPBJXKJUFF1FjpqSnM+/gt1i1fRJ26/oya8Cyde91s0x/JywknhRLijrL4/57n5OE9RHTsw833T8K7bsC/+yhHQMlKPsPRDT9y9I9F5GYkU6tuEGE9hhLSbTBObpXTalBeRUNLXvY5di37kl3LvsJsLqDVzffQbtA4XNw9K3zfBaZ8kk7HkBh3jJSzsSSfibUMzo0lNeH0Bd8EOzg5U7dhOAFhLWgQ1oKA8Jb4BZb9vhKXE1YO7d3JC+OHM/apF+k7eFi5ywEJKleqcxnpvDLxXk7FHOM/U9+hw/U3FLteRQeV6pzB62pQNLikpySyb8sGdm5cyeF/tqLNZgIbR9C+1wA69R2EW63Su6dKWLm2SFCpXBJURI2Tl5vLih/nsnjOLHKysxhw9xiG3DseF7fi7xtirSICSoEpnz8Xf8n6BZ/g5OrOgAcn07zbLeXu5lVgyuf0Pxs49udizuzbhEbToOX1hPW6G/9mnW0aQFrdrENLZvJZtvzwPlEbf8bR2Y2IHoNpfuMwfAJsb+W6HAWmfNISz5ByJpbks7Ekn4rh9PH9nDq6n7zscwB4+tanx9CHaNvn9ou+0b6U8oYVrTXPPjAErc28+dXicpVRSILKlScvN5fpT4/l8L7dPD39I1p37F7sehUZUiSgVKzi7vOSlpzAro2r2L5uOTGH9+Hk7EKH3rfSc9DIUltZJKxcOySoVC4JKqLGMJvN/LFqCd9//j6JZ0/RtnNPRj7yNEEhpd80sCICCsDZE4f4aeb/OHM8iuZdb6bf2Oeo5eVr7KOMASUzIZbD6xZwYvMycjNScPXyI7jLQEK7304t34ASt0su5lh8qviu6yWxDiyJJ6LYuexLjm5eidmUT4Nm19H8hmGEXndDuQfdXw6z2UzSqePERu1ix+pFxB3ajV9QGH1HPUF4+x5lamEpT2BZ8eNcvnrvFd6a/TMNG5f9pnuFJKhceb79+G2WfPsFE6a+TdcbBhS7zpUYUiqqzqVdtJsLTJhyc0CBvaMzdvYO1da9rKQbU8Ydi2Ljku/Yvm45BaZ8WnW5gX6jHsE/KLTEsiSsXBskqFQuCSqiRog+fIAv3pnGob07CW3anJGPPEOLdp1t2rYiQorZbGbL8nn8NuddXNxqcevDU2nWyei6UdaAknh0Nwd/+4a4XWuxs7OnQeuehHQdhH/zrhcNNi0ulJRFdQaYwtCSnZ7MgfWL2P/7AtIT4nD1rEPT7gOJ6HE7PoGXPwtWeWitOfD3albPfZfk0zEEt7iOm++bVKYbT5Y1rKSnJPPQ7ddz27D7GfHwU2Wt8nkSVK4sMUcPMXnsEK6/eSDjnn21xPUq6qK/skNKRQYqrTXZKWfJOH2MzMQ4clLjyU6NJzslntyMJEw5WRTk5WAuyL9oWzsHJxycXXH2qIOLRx3Lv77UbxiCd/0QPBsE4+RSeit7eZUUWDLTkln/y3w2LvmOvNwcrr91GDcPH1dilzAJK1c/CSqVS4KKqFbnMtL54cv/Y8WiedT28GLk+KfpcctgmwdHV0RIyUhOYPEHkzm6axNNOvRk4CPTyHUo24BorTUnd68jatXXJB3djZObB417DiW8990XDY6/3HBSkupudfFxcyTmnz/Yv2YBJ3ZtwFxgom7jlkT0uJ3wLv1xrsKphwsVmPLZ/ttC1n3/MXk5WQx79n3C2nSzefuyhpXpzzxEzLFDfPDD7+Ue4C9B5cphNpuZNuEeTsUeZ8bc5dQuYXrbmh5SKqJ+2lxAZnwMKSf2kxobRfqpI2ScPo4pN+v8OnaOzrh61cXVux4uHnVwcHHHwckFeydX7J1cAI3ZlE9Bfh5mUx6m3Cxy0pPITb0/SnQAACAASURBVE8iJz2R3PTkC8anuXjVxbNBGN7BzfFuFEl48zY4VvBUyCUFlozUZJbP+YC/V/2Eu4cXA0ZNoFPfwRd1NZWgcvWToFK5JKiIapGbk82yBV+z9NsvyTqXwY2DhjFs3OPUqm3bwOyK6uq1b9Mqls6aRn5uDjff9wwhXQeVqcuB1prTe/9gz88fkRobhbtvAE1uGElI10EX/cGsrIBSkuoMLjnpySTuXsWB9T+RHHsIe0dnwjrfQmTvofg3aVvl3TrOpSXzzUsPknwmhsc/WYW7h233SyhrUPnjtyX837RnePmT72jSvHzTOEtQuXJsWbeK96ZMZNyzr9Kr/x0lrlcRQaAyQkp561XYUpIas/98MEmLO0xBnlFHB5daeDRojEf9UGrXD8WjfijufkE4uXte1nvfXGAiK+k0GWejyTx7gowzx0mLO0hmfAxgTLHsERCOX9PrqBvRiaYt22JXATeVLSmsAMQeOcBPn77Jsf07CWnWmpFPvYqv/4UzIkpYubpJUKlcElRElSoch/LdZ++SFH+G9t16c9cDjxEc3szmMioipGRlpLH881fZu3E5dUObc9ND0/CuH2zz9lpr4qO2sOfnD0k6vgd330Ca3zqORh37XfCHsarDSUmqK7RorUmJOcCpLUs49McS8nPO4d0glMg+d9G0x6BKmTGsJPGxR/lo4iB6DH2YPsMn2LxdWcJKWkoS4wZ2Y+T4Zxg44oHyVFOCyhVkxv8mcPTAP3ywcG2JkzbU1NaUstQrNyOZ1NiDpMUeJDUuitSYKHIzkgGji5ZnYDheQRF4BjbFu1Ek7r6BVTpJSF5WBqkn9pMcvYekI7tIObEPbS7A0bUWvk2uo36rHrTs3AcHqxtultWlworWmm1rl/HjrOlos2bIw5O4rs9tF4QyCStXLwkqlUuCiqgy+3dtZc4H0zl2cB+hTZszasKzRLa5rkxlVERIObxjIz9/OIWs9GQ6Dh5H+1vHlOlbt4yzJ9j+7XTOHvgbV+96NB8wjpCut11wB/maElCKqs5WFlNuNjHbVnJ04yKSj+/B0cWN5jfcTet+9+LuXbdK6vDdGxP/n73zDo+iavvwPds3u+m9JyQkAUIgofcmTVRQwAKIBaz4ir33Xl4VFRsWQBCFF0FAEZDeey8BQgJJSM+mbbbvzPdHACkpmxBE/fa+rlwpc86ZM5vdmfM7T+PkwR088tUKNI2od9IYsfLImCGER7fgybc/b8oU3ULlH4KxspwHRvRm0E1juP2hZ+ps15zWFEkUsVmqsRorcNitqDQ6lFodKo3OZWFQ13wkScJuqsJUepqqgpNUFWRRVZBFZUEmlvLimkaCgD4oCp/IJHyjW+MT1Rqv0BbIFMpax7xa2M1VFB/bRdGRrRQd2Yq1yoBcrSW0bW/a9BxKWKtOTbK01CdWAAxFefzw4YucOLiLdj2u4eZJL6Dz8jl33C1W/p24hcqV5fJtom7cNIChuJDvp77LltVL8Q8K4aEX3qPHwOsa7cN/uSLFaq5m+Yz32f3HfPzC4xj26EcExbhuyXE67KQvn8Hhpd8gV6hoP/oJ4vuMQq6sefj8XcSJ5HTgMJXjqCrFbizFUVWCo7oMh9FAdnU5jmoDosOGUiFHEOQIMhmCTI5S74vaOxi1dxAq70DUXgF4BMei0FxeAcOzKNRaWvQYQYseIyjLOUr6ipnsWzqT/ctnk9hzOGnD78E7KLJZzlUXvW6aSPq2VexcPo+eN97tcr/SapvLYiUppQM7N65CFMXLLkTp5u/LjvUrcTrs9Bh4fZ1tLlekSKLIzo0rObRqHobc41iNFUiSWGtbpcYDlYcXGr03ap0Xap03So0HcqUSmUKFXKHE7ADRbsNpt+C0WXHYLFirDFgqSrBUliDa/5yvTKFCHxSFf4t2eEck4hOZiHd4AopmjgG5Eii1noS160tYu75IopPSzP2c3vUH+fvXkrtzOWovf1r3vYmkPjfi4e3v8rhnBWNdgsUvKIxJb05jzcLvWTr7M04e2ce4J96iZUrNhlxRpdUtVty4aSRui4qbK0ZlmYFffpjGioU/AhIjxt3H9bfdjVpT/65UbVyOSBGdTvasXsiqOZ9iqjSQNvR2utx0PwqV6w+M4ow97Jz9OpX5WUR2GEjqLU9iVjTNbUm0W7GV59d8GfKwl+fjtBgR7RZEuxXJbkF0nLleQVbjPiDIQBAQAM65EwiIDhuizYRoMyPaTDgt1TjNFVDL51qm1KDQ+yH38EGm0oAoIklO5EhIogN7lQFbVekFwaoAat9QdKHx6EPi0Eck4dMiDbVPcJOu/WKMxbmk//E9WZsWIQjQfcyTJA8cc0VjWL59dhwOh4373p/XqH6uCpVVi+cx7f2X+HTuSoLCIhrucBFui8o/g+kfvsbGP5bwzdLtdb5fmypUHDYrB9YvYduv32PIO4nOL5iI5G5oPH3R6LxR672RK1XYLSZsZiN2sxGb2YjNZMRirMBaXYm1ugK7xYTTYUO023E4bEiiE7lSXfOl0iBXqlHpfdB4B6LxDkDjHYiHbzCeIbF4+Ic1S3zH3wmnw0bRkW1kb1lMUfo2BLmC2A79aTPgZoLi2jZqrIasKzkZR/j+/WcoycvmmtF3M2TM/cjPszy5Bcu/B7dF5cry77oLuflbYDYZWTLnO36bNwOr1ULvwcMZddckgkIbv2i7XE7s28LS796lNCeD0JbtGPbIh4TEJbvc32GzsH/Bxxxf8xMefiG0n/ABgW160hhvcVt5AdUn92DM2k31yd1YS7IvOC7IFcg1nghKNTKlBplSg3C2DokkgSTW7KJK0jkBIlHzs0ypRqbSotD5Ild7IFN5oND5otD7ofD0R6n3R+EZUCNQVA0LRF+tHFtVKdaKYqzlhVQXZlKdn0F1wQnKjm5FOpNGVOMfjk+LDnjHpeKf1KPJwkUfGEHHMc/R5tqJ7Jj9BhtmvsnJgzsYfP8bqBrhmtUY1DpPnJVlje7nqlXFx7+m7k5VZVmThIqbfwZ52VmER7dodlGdk76HBR88RnVFKSGxreh7z2vEdhiATHF5j+vmTDvsKpLTgbW8EEtJNrbKYhzmShymShzmKpzWagRBhiBXYHEKCHIFMg8fFF5B577kXkHIaqnJ1JBIqAu5QkVo216Etu1FdXEuWZsWkr19KZnbVxCa1JEOI+4jOD7FpbEKK831ziMyvhVPTPmRBdPe449533Js3w7GP/k2/iE1NbTc1hU3blzDLVTcNBuiKLJ+2S/8+NVHlBuK6dpvCDdPeJjw6LoLYrlCU6wp+ZlHWPPTVI7tXIdXYDhDH3qXuE4DGrWoKMs5yqavn6W6MIvIXjfT8toHkatde0BaS3Mw7FxE+cGV2AynAZBp9Oij2+PTbggq33BUvmGofENRegYgyFyvnn4lKTM7QeGDX1QQRLUhkP7njolOO9V5xyk/sZvyzF2UHt5AwY7FAHhFpxDYbgCBKdegDWj84lzrE0SvB6eQ/sf3HPhlKj89n073e98jvpVri4bG4LBZG2VNayy6M5nrjJUVV+wcbq4+edmZtO3YvVnHLMg6wty3HkDvG8jwye+iiUxuFiF0pUWKJEk1GzJ5xzDlH6c6PwNLSTbWsjwkp+PCxnIlcq0ngkpXswnjdIBoR3I6EM1VwHnWYEGGMiAadXBLVCEtUYUkoA5JqDOxQGMEjC4wguQR/yFp6ARObf2VjFU/8Os79xCR3I20EfcR6IJbcENiRa314LbJr5CY2o15U1/n/YdvYeT9z9Cx3zAEQXCLFTduXMAtVNw0C+n7dzPz07fITD9IfOt2PPHWVFq2aXfZ4zZGpEiSRPaR3Wxc+C3Hd61H5aGnxy2TSRl4S6MWpqVVFk6tm0PG0i9Q6nxIu+8T/BO7NNhPtFuoOLQGw67FGDN3gkyOZ3xXArrdgj4mDU1I/N9GkDTE+fE2ZwPwZXIlnpGt8YxsTWTfcUiShKngBMUH11K8byUnFn/EicUfoY9IIrz7aEI6D29UkK0gk9Fq8J0EtEhhyzfPsOrdOyi77Vla9Bh+rrhkc+CwWVFpr5yfvd4tVP5fUFleho9/YJ3HGysOnA47v37+IiqtnnGvfIfeN/Avq0DfWBwWI8acwxizD2LMOYgx9whOc1XNQUGGJiASbXAs6vjuKHzDUfpFoPAKQqb1QlCo6xRfktOOw1iKs6IQR2URdkMutoLjmDK3Yzy4omZ4lRZNZDu0MWloYtJQ+kedG+/818tV0aJQexDX52aiu17PyU0LyVg9h8Vv3Elsp2voMvphdH71W4sbEisAab0HE52YzOwPnueHD19g36aV3PzQC3j5BrjFihs3DeAWKm4ui/yck8z+/H12blyFb0AQk55/l56Drm+WIGJXRYqluorDW1aw/fefKMg6gkbvTddRk0i5ZjRqD0+Xxji7MLdWlnBwzqsYjm0nqG1fWt38HKoGUuiKdislW+dRtG4GTnMlKr9wQgY+iF/adSi96l7I/FOoTbQACIKALjQeXWg8MQMnYi7NpXj/agp3/cbRea9zatV3xA59kOC0oY0SaIEt0xj0/E9s/fZZdnz/CvrAcEiocf+9XMEiiiLlxXlEt+7QpP6uuH8plDXizG77611t3Pw1iKKI02FHoWy+LHpbF0+n6NQxRj31MXrf5rtvNIc1xVpRRNXJfTVfp/ZjLsqqcUMVBLRBLfBr0xddWCK6sJZUeYQhUzYtDbAgV6L0DkHpHXLB3yVJwllVjDUvHUv2Xswnd2E+sRUAuVcwusRe6JJ6owpNukS0uC5YtMT3H0N09+Fkrp3LiTU/krNvI+2vu5vkQWMuiC+5GFfEin9wOP95+1vWLZ7Db99/yjsPjmTk/c+Q1nuIW6y4cVMPbqHipklUV1Xy88zPWfbzDyiVSm655xGuHT0ezRXcqT4fu83K8d3rObB+Kcd2rcNptxEYGU+/u54nsftQlC66aJ2/CC8+vIlDP76G02am1ehnCO86ol63C0l0Urb3dwpWfom9ohDPlt0I6j0eXUzaX1pD4K+kLtECoPWPIKrfeCL73o4hfTOZv33CkdnPk71qBnE3PIp/K9crwmu8/Oj54BSWv34L22e+ypCX5qFQayk11iy6mipYco7uxVhWTGKnfk3q7wrFBXkABASHXbFzuLm6OB017kxKVfMIlZLTWWyc/xWtug0moeOVe2+6giQ6MRVmYsw+SFX2QYyn9mMtywdApvbAMyoZ/+T+6KPaoItojUKjA2oW69XAlbjzCYJwLm5Fl9QbAHtFAZas3ZiOb6Jy1y9U7piP3DMQXWJvdK37oQpJQBCERgsWpUZH4pC7iew0hOO/fc7OBZ9zfNOvdL3tcSKSu9bZzxWxIpPL6Xfj7bTu2JM5U15i1vvPsm/TSkY/+Dzg5xYrbtzUgluouGkUToeDVUv+x7xvP8FYWU6/YaO4ZeLD9bpANIXarCl2m5UTezdzZOsfpG9fjdVkROfjT8dBo2nbaxia0ASX/bnPX3CLDhvHf/uc7HU/og+Np+34N9AHx9bbvypjG3lLp2ApzEAb3orIkS/jGde4mjD/dOqztPi36oFfYjeK9q4ga+ln7P/qQcJ73UrcDY+dS+fcEAq1lk7jX2bNBxPZ/8unpN3y1LljTRUshzYuQ6FSk9ipb6P6NYai/FwAdyD9v5iz1rLmsqisnzsVhVLNwLvqrsdypbCbKjBmH6px4co5hDHnMOKZCvNKvT/66LaEdB+NZ3Q7PELiEC7KBHa13NOU3iEo21+LZ/trcVqMmDO2UH10A5V7FlO582eUfpHo2gxA12YASu+QRgsWD/8w2o1/g6Q+u9j604csnzKZ2I7X0PXWR/HwCai1jytiBSA4MpaH35vOmoWz+H3255w4uIuR9z9Laq9BBHs3vSilGzf/RtxCxY3LHN67g+kfvU525jFat+/EHQ8/16iK8q5yvkgxGyvI2LOJ9O2rOb5rPTaLCY3Oi6QuA0jpNYyYtp2RyxXnFq4NcXGtk+qibA7MeoGq00eJ7HkzLa9/qN6FtNNiJG/pFAy7FqHyiyD61rfwTr7miqbTvRhDteuuHH66v2aHrjbRIshkBKcNITBlACeWTCF33WwqMveQfPdHaP3DXRo3KKEDLfvdyvHVPxKROoCghAtdthojWESnk8NbVtAyrTdqrc7VS7uEhty/ivNzkcnl+AeG1NnGzT8bq6Vm0avWXP6isjj3BOnbVtL9xonofVyv6dEUJEnCWppL1an9VJ06QNWp/VjOZiGUyfEIiSMwdSj66GT0kcmofUPrvbe5IlIkuxnJWIJkqwbRCZJY8x0QNF4IHr6g8bqs+D25Ro8+eSD65IE4LVWY0jdgPLyS8g0zKN8wA010Gl4dhqON69JowaKO7sBNr8xh/7JZ7PttBqcPbaXjyEkk9R5Rq+XcVbEilyu4ZtRdJHfuzZwpL/P9e0+zd+MKRj/wHJ6+/m7rihs3Z3ALFTcNUlVRxuzP32ft0gUEhoTx2Osf07nPoCuyOC+ttlFWdJqj21eTvn0Npw7vQhKdeHj50bbXMFp1vYaY5M7n4gCAJokUSXSSvX4uGb9/iVylof2E/xLYple9/Y0n93Jy3ks4Kwvx7DYO7153IdYTGNqcNEac1NfvrxAuZ1/nc0H4CiUtb3wS34TOHJn9PPu/mkTaI9+j9PByabyUGx8mZ9dKjq/58RKhcpbz3wN1iZYj21ZiLC8hpfewxlxOozl6cA9hUS2QX2Y6WTd/X2xnLCoqVd1CJchL7VJ8yLbFM1CqNHS+dlyzze98LKW5VGTsoDJzN1Un92E3GgBQaL3QRyUTmDYUfVQyuvAkl1KYn+V8kSLZLUhl2YilJxFLsxBLs5CqipCMJWCrbngwQQYaL2Q+EcgC45AFxCEExCHzj0FoZLyLXOOJ5xlLi6OiEOOhlVTt/Y2iBS+j8A7BM/UG9CmDKcR1sVJqlki9fgItOg1k0+x32Tz7XTK2LKXn+OfwDb80q6WrYgUgJCqOye/PYO3CWfz+wxe8c3Akt/znJVK69XeLFTducAsVN/UgSRLrly9i1tR3MRmrGD72Hkbe+WCTCjY2RGVZCeuWLWTf2sUUnjwKQGBkHD1G3EVip76Ex7dFJr90x60pIsWYf4JDc9+kMvsQAa170mrU02h8gi5q/+e4ktNB5YbvqNwyG7l3MEHjpqKOTKm17cX4KJ04ijJwFB3HXngMR9FxxOrSS9rJdP7IfSNQ+EYg941E4RdFpS7qz3oqzcT5c73SouViwRLQpg/JE6aw74v7ODTzSVLu/cylgnIKtZbg1l0oOLQZSZIaFIalRuslYkUURdbO/YKAiBZXND6lpDCPw3u2c/OEh6/YOdxcfSoMJQB46F1L1lEX1ZUGDm9eTnKvYXh4+TbH1JAkifJThzi9cxmFhzZiKqlJj670CsQrvhNe0SnoY1LQBkQ3KZZOEp0UnExHLDiCs+AIYsERJMMpzqUVlisRfKOR+UYiRKQi6AMQdAEIGj0IcpDJa4QJIJkrkMxlSKZyJJMByZCN48gfYF9Uc1yQIwYk4AxNwRmSgjOoFUF+rhfaVXgH49N9LN5db8V0bBOVu3+hbO00yjd9j2e7a3F0GoXCK9AlUVFUaQWPYIY+PpWMrb+zbe4UFr42juSBY0i97m6UmgvjMxsjVuRyBQNG3UWbLn344YMX+O7Nx+gzfCzX3/kIYf5Xpp6UGzf/FNxCxU2tFObl8PX7L3Ng52YSklO554lXiIpLbNZzOOw2Dm5bw7Y/FnJ4+zpE0Ul4y7YMuuMJEjv3xz80qt7+jRUposNO1qqZZK2cjkKjp+3trxPcfuC5hW9tgsNRWUjpwpewnT6ELuVafAY+gkxdf8IAyWlHytyA8+ASik5t59wDXKVHGdwSZVjyedXlAUlENJZgO7kTy4Hf/vy7XIkQlIgQ2hZZaDJCWFsEXe2+0U3h7PX+FYLlrFjxje9I4ugXSP/pFTJ//YT44Y+5NEZQyw6c2vobVQVZeIU2vi7Pka0rKc7JYOSj79UqeJuLjX/8CkDPQddfsXO4ufocPbAb4LJTsO9Y+gMOu5XO142v9Xiwl9blGBBj0Slyd/zO6Z3LMZXkIlOoCEzqQot+Y5BFpKLxj2yS9VcSndgKj2M5tRvzqT2YT+3900qi8UQW0hp5fG9kAbHI/GIQfMIb7cZ1geVJEhGqCpGVZSEvOYq84ADKA/9DtX8ukkxBZWg7HNE9cEZ2RdL6nOtWn/VBkMnRJfVGl9QbW1EmFTvm1wTg716Mvs012LvcTERsgktzLa6y0bLbtUQmd2fHz59xYNksMrctp+utjxGd1veC17gxYgUgJLIFk9+fyaLvPmTdoh84dfQAdzz9Holx0S6P4cbNvw23UHFzAZIksXzBD8z58gNkMhkTHnuZa4bf0izphs9irq5iw69zWLtwJlVlJXj7B9Ft+J2073cDgRFxzXaeswJFEp0U7FnJiWXTMJfmEpI2mMQRj6HS+5xpV7vgsWTtoPSXV5CcNvxHvIpH6wH1nk8ynMJ5cBHikWVgLgd9ELKO45CFtkEIaAleIQiCgFhHfwUgOaxQkYdkOIlYcAgp/yDivp8Rd/9Y08g7DFlYCkJIMkJoMoJ/i0uCWxvLX2FlOV+shHa9kcrsQ+Ss/Z7AdtfgHdNwUcfAMy5fRcd2uSRULraqbFk8E/+wGNp0H9zEK2gYSZLYsHwxiW3TCA6LvGLncXP1Sd+7g9CoWLz96t84qM/9y2oysmvZTyR2HkBAeP3JO+qjIvcYx5Z9Q8G+NSDICEjoSMvBdxHarj9K7Z+78Y1JU2wvz8ecuQ1z5nYsWTsRrUYAlH5RKBL6Igttiyy0FYJ3eJNdX+ucjyBD8grF6RWKM/pMQU27CXnhYeT5e1Fkb0az+RMkYSpiUBscMT2xx/amiD8tLfWJFlVQCwKHPYVvzzuo2DEf477fMR5YTnnyNbQcci9q31CX5h7k5UOvO58noef1bJ79Lqu+eIaI5G50H/sUnoF/ZvxrdJpkpZKR9z1Ni9bt+emTV/nv5FsZ/+Tb9OrT16X+btz823ALFTfnMJuMfPH282xbu5z2XXtzzxOvEhDc8E3bVYwVBtb+8j3rF83CXF1FUoee9L3xDoISOzd6l7sha4qh2oYkihTtX8OJ5V9TXZiFPjSe1HumENCq25k2tY8hSRJVW3+gYu00lAEx+N/0Bkr/uq07kqUS5+avEPf/AjIZQlxv5G2uR4jq1OidRUGhBv9YBP9YZC1rXJQkpx2p6BhS/n7EvAOIp7bDkWU1HWQKBN9IBL8WCP4x4BeD4OFXE5yq9Qa1F4JChSSJ4LCB0wYOK5KlEqpLanzIq0uQqkvAVEahuRzMZUimMrCZEFRaZGo9wpkvhV8UmjaDUEV1aPS1nS9W4m54lKK9Kzi98SeXhIo+MBK5SkNV4alGnRMg78Qhco/tY/BdT11Ra8rmVUvJPZnB/c+8ecXO4ebqU1lexpG9O+h+zXWXNc62X2diNVXR/caJTepvqSgmfcnn5Gz/DYXag4QhE4nuORKNd+OtrpLoxHr6EKaj6zEd34S9tOZzJvcKxqNVP7QxHdBEp6LwvPwilE2q66L0wBnREWdER2wdJyAry0JxajPyU5tQb/sC1fZpOMM74GjRD0dUF4oqa7rVJ1gU3sH4XzMJn25jqNg+n6rdv7D38Bo8U6+j5aC7Uer9GryOIC81wfEpDH9xJodX/Y/di6bx88u30n7Y3bQdNAb5eVnhGmtdSe01mPAWSUx/63G+evkhyh56gRtG3epyfzdu/i1cFaEiCIIfMBeIAU4CN0uSVFZLu2VAV2CjJEmX91RwUy85Wcf58IWHyc89xZj7n+CGMROaLUjcbrPyx7xprPrft9gsJtr1GMSg2+5HF+aaqf1iGhIpRYZyCvesJHvDXIz5GeiCY0gZ/xZBKf3O+WTXJVJEqwnDb29hTl+LtlV//IY9i6yOAFNJEhEPL8W58XOwVCJrPwp5pzsQdPU/4BqLIFcihLaB0DbI025DkiSozEfMP4hUcgLJkIVYlA7HV3POzex8ZAoQHfWfRO0JHr41GXh8o5GFtQOVDuxmlKIZyWJEtBqxHF6Oee9CZPpANG0Go20zBEVIUqPSQvvpVCg0Ovxb96L08AZEp6PBWBVBEJDJFDXX3ki2/joblcaD1P43Nrqvq1hM1cz67F1iE1rTZ8iIK3YeN1efn6dPxWazMmRU04Pfywpz2bJoOq27DyG0RetG9ZUkiVMb5nN40adIooO4AbcTP/AOVA0kp7jYuiM5HZiztlOdvg7TsQ2IpnKQKdDGpOGZNgJtXBeU/tGXuDI1iNWIrPwUMlMJgtmAYCqr+e4wY7FLBAEIApKgwKnxxaH1x+ERgFPrj80zAknZQEY+QUD0a4HNrwWkjkNmyESRuQZF5jo0uduRlFrscf1xJF5HEdHnrr0u5Dpf/Prdg1eHEZRvnk3V7sXs2b+MsJ63Edp7TL0JBs6KFZlcQfKg24jt2J+tcz9i18IvyNiylO5jnySs1Z9p6xsrVoLCo5n8/kxmvPMkP33yKuUlhdx+38N/aZZJN26uNlfLovIMsEqSpHcEQXjmzO9P19LufcADuO+vnNz/Nzb+sYRp772ExkPHi1Om0ya1S7ONfWTnBuZNfZWS/GxSew1l6LiHCI1p6XLV+YupT6QYso+QueFnTm77HafVhC44luSxrxKSOvDc7n99ge+2ogxKF7yIo+w03v0ewLPrmDofCGLJCZyr30fK248Qmoy83xPIgpomvBqLIAjgHYbc+8KCgpLdglSeC+ZyJEsFmCvAWolkM4FcVWOtUahAoQa1J4I+sCbmRedfc6wOzrqqCUCQSsRyfAOWg79j2vEjpm2zUScNwPu6l5GpXUv5e1asBCT3oXDnr1Se3I9PXFrD1y2TIZ1Ja+oqVYZiDm76nU6Db0Gju7zA5/pY8P2XlJUU8djrH19RL8nQZAAAIABJREFUq42bq0tu1nFWLZ7LgBtuISK2pUt9anP/Wjnj3ZoA6vGPN9j//DgVh6WafT++Rd7uFQS26krb0U+jC2xcvR5r4XGM+5diPLgCsboMQeWBR3x3PBJ74xHfzeXPMYBQXYy88BDy4nRkZVk1X9XFF7SRBBlOtTeiQosG6cxeioQgOpBbyhCkCz/TNs9wrL4JWH1bYvFPwuqXWBOAXwdnRYutw13ICg+hPL4C5bEVqNJ/wxncFnvSMIqiu4NMUb+FxSuQgCGP4t15NGUbZnB6zXSKdi4hcvB9BLQbXGfigbP/2yAvNTq/YAY88A45BzazZc5/+f2Dh2jZfRhdbp6MWl/jmtZYVzCNh457XvqYnz55lWVzvqS8pJBJz7zmziro5v8NV+udPhzoe+bnmcBaahEqkiStEgSh78V/d9M8SJLErKnv8Nu8mSSldGDyqx/iFxDcLGNXV5Yz99OX2bP+d4IiYpn09nQCE2t2lpoqUmqjMj+T3D1ryNn9B+U5R5Ep1AS3H0BEtxF4x6RcIDTqc/Wq3v8b5cs/RNB4EjjmYzTRqbWLIklCmb4E9dapSEoPlAOfQ9b6WgTh6leiF5QahMD4K3qOMpsMovvg13oQoqkc0+6fMa7/itLiE/iN+wq53nW3E7+k7ghyBSWH1rksVGikRWXH8rmITiddho1tVL/GkJ15jF/nzqDvtTeRkJx6xc7j5upit9n49oNX0Wh1jLzroSaPk75tJcd3raP/uEfx9HP9fmsqOc22rx7FWHiKpOsfJP6aO1zO2iWJIoaDqyha+z3VuYdBpsCjZQ/0KUPxiOvqUnbBwkozgsmAPHc7ivy9yAv2I6uqqVgvyZWIPtE4Q9tj943F6RuDpAtC0vpSaNPULTQkEbmlHLm5FIW5BFVFFhrDcbTFB/DMXgOAU6nDHNQeU0gHzCEdcOjqeM0EGWJIW6whbbF2mlgjWI4uRbPuHURdIPY2N1GUMBgUmnoFi9IvgqDhL2DpcCOG1V+QOf9NCrcsIPq6yXhGJdfZ76x1BSCybXdCX53D3l+ns3/5LHIObKbnHc8R3b73Ba+ny1nBFErGPPo6PoEh/DH3G4wVZTzxxkeo1O7ikG7+/QhNcaW47JMKQrkkST5nfhaAsrO/19K2L/BEfa5fgiDcC9wLEB4R2WHz/uPNP+l/GZIkMX3KGyxf8AODbxrL+P88g0KhvKBNUwVF4aljzHnrIarKiugz+gF6jLirWSo4lxqtSJJE2anD5O5ZTe6e1VQVngTAL7Ytge0HEdphSK31Oep09bKZKVv+IaYDv6OO6YDsmmdqYjxqw2FFs2kKyuPLcER0wtLnuQuyztRbdNDpQF52AnlxOoK5FARFTYpOmQxJkCPpQ3D6tUD0DKt39/Dvhp9OjfXkDsp++g+a1oPwueG1RvRVsf290Wh8Q0m555N620qiyPz/dCOh/220G/lIg2P769U47HY+uncA4S1TGPPcVJfn1eDY5xV7tFktPHvPaKrKDbw/czHevpdfsC/aT7NLkqSOlz3QP4i27TtIi1dvutrTqBO7zcYnrzzGro2rmPTi+/QY2HhP5KJKKxXFeXz71Gh8Q6IY//r3yC+659bZ98QBln00CcnpoOOEdwlIcO3tIYlODPtXcXrVN5gLT6AJiMajw03o2wxE7lHrI/fC/pJYk4Y4azPWjI3IS2pSx4tqL5wh7XCGtMUZ0hbRP77GxbSWa24qcksZmuKDeBTsxKNgFwpzTUpoi29LjFH9MEb1walt4PMmOpGf3onqwHzkRYeQ1F7YWg/HnnQdqD0brFMiSSLVh1ZRtu5bnMZSAtKuJWrwAyj1daeSvnjM0pxjrP/uNQw5x0noeT1dbnkE1XlJDhrjCgaw8be5/PzlO7Rok8bEF6cQHdp8mSDdNI0W/tr/d/fsv5IrZlERBGElUFtp5ufP/0WSJEkQhMtSS5IkTQOmAaSkdvjrldc/jLOWlOULfuC6W+9i3INPnbM8XK61I/PANua+OxmVxoO735xFRMu2lz1fUXRybN92cnav4vSe1ZjKChBk8pqq5f1vI7xdXyyquh+6dYkUa+4BDL+9g6M0G0Xn8cg6j6szQFyoyke78mXkpcexpo7Hljr+EkFxcdFBecF+VMeXIy8+gtyQgeBs+LWV5GqcvjE4/eJxhHfAEd4ZqRlTEjc3hmorfjGd0HUZR/Xm6djSRqGKaDg4/iwyhQrJaW+wnbmiGNFhQxfgWkV7gCPb/qC6wkDnobe53KexzPz0bXKzjvPcB980i0hx8/fDajHz0QsPs3/7Ru6Y/HyTRAqA02HnlylPIYkSIx5532WRUnBsN8v+ex8qTz+63D8FfXBMg30kSaLs4Gpyln+BpSgLTVAscbe9iX+7GjfY+gSEJEmIBYdxHluJ89hqpKrCmk2VwFZYO0zAEdkF0T/uXC2UurgckQLg1PhSHdmL6sheNZbsymx0+dvR5awnYN80/Pd9jSUoharoARgj+yDV5r4qk+OM7II5sguywkOoDsxDvWcWqoM/Y0seSVHrEQT51/3sEAQZ+uSBeCT0pGLLHEq2z6fs8HoiBt5DcOcRtT4vzncFA/CPTOCG575jz5Jv2P/7LAqO7aH//W/jH1XjKtzYuJWew27BQ+/N7A9fYOqzE7n/1c+Jiw5ruKMbN/9QrphQkSTpmrqOCYJQKAhCqCRJ+YIghAJFV2oebi5EkiR++Px9fps3kyEjx50TKc3hjrVv3RIWffYi/qExjHvxC7wDLi9jmCH3OEfWLuDY5l8xV5QiU6gIad2V5OEPENa2N+pz6YXrnnttIkW0VlOx9iuMuxYieAaiHvEu8qjaK54DyHN3ol3zOkgipkFv4YzqVvekRSe63A1ojsxFU3IYSaHFEdQKa5tROANb4QxMRNSHgiSC5ARRRBAdyKpOIzdkISs7gdyQiTJ7E+pjNTVVnH5x2CO64IjsiiM0DS4zHXFzY6i24tPjbsz7f6Vy+Xv43/29y65wMoUK0dHwe89YnAuA3gV//LOWrR3L5uIbEkmLdvX8vy6DLWuWsXLRXIaPvYd2nXtekXO4uboYqyr48LmHOLp/F/c89Tr9rhvV5LG2//wZp4/vZ8Qj7+Mb7FpcSdGJ/Sz/4H50fiF0nvS5Sxm97FWlnJj3KhVHN6ENbkH8mLfxSxnQYJY+yVyOY98CHAeXIFXmg0yBLKYLyh73IY/tQZHddav4xSJF5jCjtFUgSE4E0YkgOUCSsKt9sKt8GrYiCwJ272jKvaMpTxqNsioXffZa9KfWELTjQ/z3TaMydgiV8Tfg0AXVOoQY3AZL8KvIDFmo9s5GvWcWyiOLMbQfhyNhCEE+ddfHkqm0+PaZgC55IIY/PuPUko8o3vkbLW58Gl147fXFzncFkytVdLzpQcKTu7F22osseWsCPW5/hpY9hgGNj1tJ6zMErd6L6W89xsdP3ckDr39Jq4TG15dy4+afwNVa8SwG7gDeOfN90VWax/87fp7xOUt++o5BN47hzsnPYzA1vJvtCtt//5GlX79JTHInbnn6Y7S6+jPQ1IXodHBi+x/sXz6LwuN7kckVhLXrQ2SHQYQm90CpcT3QszaRYjq6nvIVU3BWFaNofyPKrncj1JXVRZJQHvoZ9bYvEH1iMA98Dcmrjh190YnXid/wOTwHpTEfuz6M4o6TqWoxBEnpUa9bmAQ4tT44g9qc90cReWkGitxtKHK3oT74PzT75yCp9NijemCP7Ys9sisoG+c2cKUot8vxHDCZikUvYDmwFG2Ka7vOMoUKp63hTEJnhYqrFpWi7AyyD+9i4PjHm7UG0FmKC04z7b0XiW/djpsnuqvQ/xspzMvh/afupzAvh0kvvk/3a4Y1eawdK39hzc/fkTboZlq7WMunouAkyz98EK2XP8Oe+Q4Pn4ZTA1ee2EnGnOdwmI1E3/A4wd1ubrDOkmg4hWP3TzgOLQWnFVl0F5TdJiKP642gOS8Bhb3hz6nMUo6m5DCReQfQVJ9GbSpAYypAaauos4+EgF3ljV3jh1kfidEngWrvllR7t8RZRwYwu2cEZW3GUdZ6LJriA3hnLMHn2AJ8ji3AGNGLsta3YfeOqf16/WKx9H8RWVE66l3fodn6Gc70Xyntch/O0Pb112DxjyL4lncwpa/HsPpzDn55L2G9xxHe705ktVjILrauhCakMuLlWayd9iLrp79GVclpUm+455xHQ2OsK606dOfBN6cx7ZWH+PipO7n35U9JS728AqRu3PwduVpC5R1gniAIE4BTwM0AgiB0BO6XJGnimd83AEmAXhCEXGCCJEnLr9Kc//EcO7SX+TM+o9egG7jrkReaTaScPLST3799h8RO/Rj9xAdNjkc5tXcdG2a8SWVxLt7BUXQf+xSBqYPReNad7rc+a8r5WHP2UbFhOtaTOxH8Y1Hf/BLykFZ1d3DaUG+agurY79ije2Hp+2ydokBhzCdoy9toi/ZhCWhNaeqDVEf0uGCX8GK3sAYRZDgDEnAGJGBtfzvYzShO70CZtQ5l9kZUGcuRFGrskd0oC+tFdXi3OtN6unS+ZsAU0w/Bwwdb7n6XhIqh2obdVI5K37DLVHlOOnKVBp1//Va6s9e6Z9VCZAoF7fs3f6pgSZL46t0XEZ1OHn75v5fEdrn553Nk73amvPgIoijy3Iff0Kp95yaPdfLIXn76+AXiUzoz9uGXKDXVVfL1T0zlJfz+/n0IgowhT3yFh09gve0lUSRvzXRyV3yJJiCSpImf4RFad1ayIC81BZmHsW/6CueJ9SBXIW89FGXarcj8Ly0+WZdAklnK8cjbhrZwN5rig6iqajYUJEGGxSMEqzYEQ0gPLB4h2NU+SDJFTUyeoAAklLYKVBYDSqsBlcWAviydgLx1f74OntGUBXfFENwVo28SCBdZXgQBS1AKlqAUFNVFeGUsxvvEUvQ56zFG9aWszVjsnrVbr8SgJMxD3kWevRn1jm/RLn8Oe2wfijtOQNIF1ClYBEFA16oPmtg0DKu+IG/tTMqObCRu5HMuWVe0nr4MnjyFjbPeZs+Sb6kqyafXHc8jO5PFqzFiJSYphf+8+x1fvTyJj5+6k1sffpmh17vTo7v5d3FVhIokSaXAJWW+JUnaCUw87/def+W8/s1YLWY+f/MZ/ANDuPuxlygzN1BXw0WM5aXM/+AJ/EKjuHHy200SKaaKEjbOeoeMLUvxDY9j6KOfEpNWU/Ok3nTELrh8WbL3UrlhOtZTu5B5+KLs9QCKlBH17jIK5jI0K19CUXgQa+rt2NLurN0fW5LQZy0ncMfHABR1e5aq2MHQQI77i6/JJSGh1FIY0AUCukCHx9AW7UeXvQ5dznqCs9YiylSYQztijOqDKaIHourPndAmna8JCIKAzMMX0VzuUntfrQJT4Ul84hqOQSw5sQ//mGRk8oZFgdNhZ//6JSR27IvOq+6g16bgr1OxavE8DuzczMTHX3FXoP8XsmrRXGZMeYPg8Cgef3sqoZFNrxpfVpzPt69NwicghLte+ORMXEr9sRt2i4nlHz6ApcrAsGen4xVcd7FZqKmHcmLuS5TuXY5/+yHE3vQc8nosz05TBWV/TMGydzGoPFB0nYCy/ci6k4hchMKYj/7kSnS5m1GXHkFAwqn2xhLYlqq4YeR71FhEREXTMlIprOXoK46jKz+Gd+k+Qk/MJzxjLnaVN2XBXSiKGkqVb+tL7rMOXRCGdhMpT7oZn6Pz8T6+CH3OOqqir8HQ9o7aA+8FAWd0D0zhHVEenI9q/zwUOduxtR9LUevh9bqDyTWeBA57Cl1ib0qXf8TBL+8lvO94wvvd2WDsikyhoNedL+AZEMbuRdOwVlfQ/4G3UShr7s2NESuh0fE8/tEcpr/zJLPef5bcjCPc9Z8n3Bsobv41/L2c3d1cMX6aNoX8nJO88NF0zFx+Bi4AURRZ+MmzWExV3P7yNDQe+oY7nYckSaSvX8jmH97DbjXTaeRDpF0/8Vw134YKO9ZFaVU1lowtVG2fhzV7DzKdHz4DHkKXNoIya/0iQlacjnbVK2Auo6j7s5ii+4LpUlGnsFYQs+9j/PI2YA5Moaj7czj0TYvJafR1yhSYQ9Iwh6RR0mkymuJD6HLWoc9ei+70ZiSZAnNwGsaovlRH9EDUXBgs2mjrTmOmpvFCMtft5nE+1vICRLsFXXD9C0GH1Ux57jFaDb6r3nZnr+XE3s1UVxho13e4a5NuBKVFBcz67F3apHVhwA03N/v4bq4ekiSxcObnzP9uKu279uahl/6Lh77ptXfM1VVMe/FebFYzk96ZeU4011ZX5fw5bJzxKobsowx6dCqBsRemwz2/psrZ9lkL3qJ073IihkwirN9d9RYDNGdspmTRKziry1Ck3YKy850IWu+GL0Z04pG3Fe9jv6DN34GAhMW/FWUpd2IK64rVL+HcZk7VZQbRO9Q+lAd1ojyoE6cZi9xuxKdoJ76FW/DL30hQzgqM3i3Jb3EjpWF9kGQXLshFtReGlLupSLgRn/R5eGf8iu70Jgxt76Yybmjtm04KNfb2Y3HE9Ue97SvUO79BkbWOkp6PIvrG1OsO5hHfFXXENxhWfs7p1dMxZh8i7paXUXrU/rqeta4IgkDq9RPQevmyada7rPnqBQbc//YFlhVwLW7F09efB9/4il+++S9rFn7PyfR9PPbaR/gHX16cqBs3fwfcQuX/AccO7eX3+d8z6MYxhLWqO2i8sWxf+gMn9m7muvteIji6ccUOnQ47Kz59jKydqwhNTKPPhFfxC487d7yhxXtt1hR7ZQm5W36meu9inJVFyPUB+FzzH3Spw5EpNfWPKYnYd/2E7/7pODV+FA34AJt/7dfkUZ5By20vobSUkd1mIgXxo0CQ05ADk8JShk/RNrTGXATRjsxpq/ku2rFpAjB5xWL2isXsGXXJw7dOBBmWoLZYgtpSmvYg6tJ0dNnr0OesJ2jbe0jb5ZhD0qhqMYTqiF6XZMY5+5o0l2CRab1xVhS41La6IBMAj+D6g0BLTx5EEp34x9WdTez8+R/e+gcanRfxqc0b4O6vU/Hh22/hdDq57+k3rkjsi5urgyiKzJ76Dsvmz6L3kBHc89Trl1VQz+mwM/2NhynMyeS+16cREu1afaP0NfM4seU3Otz0HyLb9W6w/emVX1O8YxFhAyYQ3v/uOttJokj5mi+o2PANysAWBN32MRV6F4KvLeUoDy0g6uAClKYiHFp/ytqOp6rFtTj0lyb1vNxMX7XhVOopDe9LaXhfZA4zgbmrCMlaSMs97xF9+BvyW9xIQczwSyw4To0vpe3vozJuGAG7phK4+1M8T62kuONkbHXEr0ieoVgGvIzi5HrUW79Au+RhbO1upajtzfUWjJRrPAm87mk0EW0pXTmVQ59PpOWYN9GF1f4MOd8VLKnPTYhOJ1vm/Jf1M16nz90vX1Afx1XrikKpZNQDz9KidSpzp77GE+Ov46Y7HmDIqPEoVc2zOenGzdXALVT+HzD/u6l4+fgx9v7HqW6m5M12m5UNP39Ni5SudBg0ulF9JUli3XevkLVzFd3GPEH7oXdecGNujIVBkiSqs3ZTsm0+FYfXgOhEHdsJn4GT0cb3OOfiVd+YgqkU+eq38CzYTXVEd0o7P4qorj0ZgE/+ZuJ2vo1D5cnhPh9j8vnzQXQ2c9q5OhuShL7sMD4FW/Et3IauLB2hpiwzokyFKFchypRIggKV1XCuQrMoyLF4RlMW3AVDWG+Mfq0bTAVacyEyrAGtsQa0xpB6P6qy4+iz16HP+oPgTa/jVOoxRvenKm4IVv8LXSdKjdZmESuisRSZ1rVECmUZOxDkCvR1+HWfpeDgZgSZgoD49rUeP3/ekiSRsXsj8ak9UCib1/XBWFXBzo2ruXb0eLfL178ISZL49oNXWLPkfwwdPZ6xk56+LBEqSRJzP3mJY3s2c9tjb5OY1sOlfiVZh9jywztEpPSi/fX3NNi+aPsvnP7jKwI6Xk/EoAfqbCfazJQseB5T+hr0qSPwu/ZpZEoN1CcqLBWo9sxEeWgBgt2EKaQDpR3+Q3VE91rrpTQFQXQgCfIGXWXPR1RoKYy5jsLoa/Eu3k1Y5gKij3xLaOZCchPGURg99FwcS2GV5UyvAHLTXiYwby0xR74jYsUkyhNHYWgzFuS1LOAFAUdsHxyh7VFv+xL1ntkoTm7G2vMRiqgRnHUJFs/216IKakHRL69x6Kv7iR3xJIGpQ2tte74rWOv+o7GZq9m18AuUGh3dxz55gWWsMa5gaX2GEJWYzC9f/5cfv/yA1Uv+x7hJT5PWo1+91jY3bv6uuIXKv5yMIwfYt30jY+5/gmqp+RZu+9YsorrCQK+R9zb65rdzweekr1tIxxsfIHVY3buAdWGotuG0GCnbs5SSbfOxFmch13rj2Wk0utThKP0uXETWJ1LMR9fiv30KgsNCSafJGOOG1v7glCRCMuYReehbqn0SON71Veya2m0opdU2fMqP0ProF/iVH0JChtGvNTmt7qY8pBvVPi0vER6C04bWmI228iQelZnoy44QmjGP8OM/YlP7YQjrRWl4XyoD01wULQI2vwQMfgkY2k1AW7gXz8zf8cxajnfGYqy+LSltfy/m0E7nrvdyxYokOrAXZ+DRwbUUrqWH1+MT1wFFA5nc8g6sIyghDZW2YTecwpNHMZaXENfetcWhq/jrVGxYvgyn00HnvoOadWw3V5ff/zeTNUv+xw3j7uWWex657MXclt/nsX3FAgaPnUSXQTfV2uZi9y/RYWfdNy+g9fKj731v11txPthLy8mMw5xc+A7eCd2IHfl8nXOWRCfF85/BfHwjfkOexLPLbefa1uqCJkkoji9DtWkKgrUCR/xA7Kl3kq9sep0OD3M+QaU78ao6gdZajNZSjNZShMphRBQU2BU67AodDoWeKl0EZd6tMXi3oVLfAqmutMWCjIqgjlQEdcSz9CChB7+mxYFP8M1ayr6EByj3uiiRgCBQHN6PssAOxKRPJyh9LqrTWzne7lFMnjEEe9YST6PxxtrnaRyxfVBvmYr210ewp9xaY2Gp5NxreDHqsCTC7viM4sVvkTn/TayGPML7313n/+isdaXdtXdgMxs5sGwWag9POt50ofhsjFgJCIlg4otTOLJrM798818+eG4SSSkdGDJqPGk9+7njV9z8o3ALlX85C7//Ep2nNx0HjWy2MUWnk82LZxAW14aY5E6N6ntk7c/sWPAZSb1H0GnkQ5ccb8iaUpCXQ/GGWRh2LUa0mfGIaEPkyJcRW/RGprz0oVHXeELFaWSbPiEobztWnzhKuj+D3bv2oFVBtBOzdwqB2SsoDe9DZtqTSPLaF/RacyFJx74hvGA1FpUv+1s/Qn5wb7x8G8jaI1dh8o7H5B1P6Zm/yW1V+BZuxTdvA4HZKwjJWoRZH0lBixspjhqCU+Wi/7wgOxfTInR6BP2p1fgenE3YmicxB6dS2v5erAGtz71eTRUrkuEUOKwog5MabGsry8NUkElolxvrbWcszqEyP4u4XrWLn4vnmrGnprp5XPvuLs7adbZv+ANf/0DiW7le0NLN35uso4f48csP6dBzQLOIlMKcEyz86i0S03oweOyl97e6OLz6J8pyj3PNwx+j0ddfMV4SRbJ+fhOZSkvcLa/Wm2DCsOy/mI+tx+/aZ/Hq3EBMlaUCzerXUJzagDMoGUvfqYj+Zxb8DaRFvnCCToJKdxFcup2g0p3oTTWZwGxKT0zqIEyaYEp92mJV+SIXLSjtRpSOapQOIwFl+4gsWA2AQ6bB4NOGnNCB5Af1xCm/UEyctZgUquLJSH2HsOJNpGR8TZ/dT3IsaiTpMbde4kLrUHmRkTKZkpAexB+YSsqmJziVeDv5MddfsAF0vnBxRnXFFNwG9favUO2bgzxnG9ZejyP6xlySfvgscp0vwTe/Temyjzi9ejr2qlJibni8zlo2Z8VKp5GTsJkq2bd0BioPPSlDbr/wmhtZb6VVh+4ktJvLlhULWTnvW6a8NBkvX3/6DBlB3+tGERoZ49I4btxcTdxC5V9MblYGOzeuYtTdD6HxcL3+SEMc3bkWQ342o5/4sFEP9oLje1n77StEtu1BnwmvXtK3PpFiN1Vy6o+vyV3/I5Ik4ttuCAFdb8YjomaBXVf1+UuwGVHt/QHVwZ+RZAoM7SdSmTAC6njYKy2lxG9/HU/DIU4n3s7ppNvrsLg4ic/8iZaZswCBYy3GcSL2FpyKmqwx5xfUPOca1gBOlSclkQMpiRyI4LTif3odIZkLid3/CVGHvqYo5jryEm7Dpq1fBF0wTaWOqvjrqYodjFfGEvwOfE/E8gcoTxxFaYdJIMiaLFakoqMAKELqd+UCqEzfCEBA6/r98E/vWw9AWMqlCQBrm+OJfZsJim6Jl1/tRd+agr9OhdPhYN+2jfQePNwdm/IvwWKqZuprT+Dt68e9T79+2SLFZjEz8+3HUKk1jHn8bZffJ+bKUnYv/JyItj2ITuvfYPvszQuoytpD7OiXUHrWHRlXue1Hqrb/hFe3cQ2KFFnRYTQrnkWoLsba/RHsbW9puAjjRSjNJSRk/kLM6aVorcU4ZGpKfduRFXEDRf6dMHpENOzmJUlorUX4lh/Gr+IwISVb6XDoHezpHpwO6Ut26BDKvFtRePGzQhDIC+pJkV8qbTO+JTH7fwQbdrI76VEq9TGXnKY8qCN7e35M3MHPiE2fjm/xTjLaPnzuXnpWBJ0TLGpPrL2ewBHVHfWWT2tiV1Jvx97mJpDJL4g5OTcluQL/a59A7ulP0ZYfMZaX0mbsa7VuqMGfYqX7uKexmavZMX8qKq2epD6XbuY0xroiVyjpee3NdB88kiO7N7F71SJ+mzeDJT9+S0xCa1I696Rd5x60TE51W1rc/C1xC5V/MeuXL0Iml9OpGa0pAIe3rEDr6UOrLpdkmK4TUXSyfvprePgEMvjhj86k6fyTukSK6HSQt/nUv3n7AAAgAElEQVR/nFz2JXZTBb6p1xHSfyIq3z9dEeoSKReMaTejTF+Cat8cBEslxthrKG93V+0pK8+gNxwmfvuryO0mMjo+jyGib63tFHYjqfvfIrhkG3nBfTiceD8Wbd0L5aaIFkmupiRqECVRg9CVHSXkxHyCMxcQdHIJeQljyGt5W+PSgcpVVCaOpKrFUPz3TsPn6HxElZ6ylJrMWk0RK1LWZmQ6fxQBDadzrdy3FF1oS7RB0fW2y96xDJ/IRPSBDceEOOw2co7upeOg5s/GJQgCNqsFL1/XUri6+fvz60/fUZB7iuc+mo6n9+WnsV7x4xfkZaZz72vT8PYPbrD9WderfUu+wW4103XsMw2KJYfNzOGFH+DfshOBHW+os5295CSG5R+iTeyL78BH6x1TlrcH7a8PI2l9MY+YhhicXG/7S/o7LIQd+4GwY3OQizaK/DpwIOEBCgO6ItYWA1IfgoBZE4w5JJi8kH4cTHgA/7L9ROUvJyJ/NTGnl3LKpxObo++jSnNpML9DoWNP0sPkB3Sl/dFP6bPrcQ60vIeToZemjXeovTma9ixBuSuJPfIt7Tc8THbi7RREDTlnXfkzzqVGtDiju2MKboNmy6eod01Hkb0FS49HkXwia7WuCIKAb++7kev8MKz8nP3THqLNHe+i1Nd+Hzk7Rt8Jr+Kwmtk0+11kCiUJPS6tS9UYsQIgk8tp06k3bTr15m5bBRuWL2LvlnX8+uO3LJ49DQ+9J8kdupHUriOJbdOIjk9CJm+cWHXj5krgFir/UiRJYvPqpaR07M7/sXee8U1WfR//Xplt0z2hdNANhbL33qAMEXGiqMhUhrc4cSvurWxwAeJClqLI3nuX7kX33k2bfT0vSkuhSZoC9+O4+/18+oLkf51zriQk53f+y8m16YZ6tmI0Gkg+e5jwHoOb9SUWv38TRenxjJz7EYrryhhbEim6qhJivn2OsqSTOAb3IOi2J7H3bfq0/poxNRUoYjejiNmEoK3A4NuNgqjH0LlbqcIjinhd3k7gxaXo7L042fMNqpyCoIHAcL8iMFTqTHqeexmH6hwuRj5Jhv94m9ZXv84bEC1qtwhSerxIVvtHCbi0Av+4r/C+/BsZHWZR5D/CthyWK4hyB4p6LECiq8Lt0jqqfXuh9exQu7ZmiBXRoMV0+Rj2HW9HaGL+6pwEKjNjCJv0nNWNWWV+OiWXL9F5cuONlrl1ZSdFY9BpCezQdF8WW6l7TyRSKSonZyrLbesR08LfG5PJxMEdW+jYox8duvW+6fHUlWUc2raOroNvJ7LXYJuvM+g0JB3ZStvuw3Ft3bTAzz65Hb26nHYT5mGw8n+ndM8SBJkCz/EvW813kRQlYv/HU4hOraieuArsmyfYHEtiCD39FvZVmWT5DCU+5BHUDm2aNYZVBAnF7l2IlbdD3mYG7fP/oHv299wd/QRnfe/lYus7MZmpkJjn2Yu9zkvoHvcxXRKX4VkWzfnwJzDIruuLIggU+I+k3KMTIZeWERy7Cs/cQ6R0fJwax2sPR656WVzQDHkRWdp+lCdW4LBtLrquD1r1rjh3n4jU0YOi397j4vLZdHjsE+zcLb9ORdVGhs1+m91Ln+XQN4sRTSYiBjYWps0VK3XoFS5MmDKDCVNmUK2u4tLpo5w7doCYM8c4eWAnAPYOKkI7dKFDt9507NGPti3CpYW/iBah8i8lKeY8hbnZ3DbFcjWYGyEr4QI1VeWE92jOj7GWU5uX4xPWhdA+Y655zpJIqcyMJfqrp9BXFtPu/jdQdBhjdlNryZsiqAtRRP+MPP5XBIMGfWB/dJ0foFBlvUyoxKAhIHoZ3ul/UOjRnYtRz6CXN84FKVHr8C09Q//4dzAJUnZ1fBu9rw0bZFHETl+GSluIg64QlbYIB20RWrkT5fb+lDsEUGXXClGQNilctCpfknq/QV7RBdpe/Jyw02/SKuUXUrsuvKYaWZMIAkU9n8SuMBqfI2+RefsaRLnlRmdmbyvjFOhrsIsY0qRtyanNSORKfHpY716ffvIPEAQCeoyxaldvH3sagMDIW1eCuyFOzq4tQuVfQsLFMxTl5XDP9AW3ZLxDW9ejralm5L2zmnVd2qldaNUVtB/atBdQFEXS9n+Hc5sI3EO7U9DgtL8h2qxoquP24DpkNlILJ/cAYlURdtufRJSrqBn3RbNEimDS4xf3NW0SvkNn70XMgE9JtmueJ8YWGno09FIHLvreRYrHYPpmrKZX1lrCi/ZyKOgJcp2jGl2rU7hwrNOrhGdspH3aBlwrkzkV+SzlTiGNbLUOPsT2fA2v7H20jf+Kzof/Q1bIZLKDJyFe5xWqFyzBQzG27oLy2NJa70r6ETQDnkJ0DTDrXVFFDETq6EHBxpe4tGIOPve8jX+o5desRCMw4on32b30OQ5/+xZadXmjnBW4cbFSJ6gcVI70GjyKXoNri4QU5eeQcPEsCdFniL9wmh9WfgwrP8bR2YXIrr3p2m8IPQeNxEHVvL5pLbRwo7QIlX8pR3ZvR65Q0Llv0zHPzSHh9H4kMlmzqirFH9yMuiSP4bPeqhcb1vJRimIOEvP1QuROHnRb8C16C94PcyLFVJRCzYn1qJJ3AyKG4GHoOj+AyT3oGu+FOZwKLxBw7mNU1TmkBN1DUsiD9aUuryc8dzu9UpZR5hDIvshXUdv5mPW41CGYDIQU7iEq83vcqtOvXTMSJJjq/20Q5JSp2pLqPYIkn9Fo5bWNwywJl0rPzkQPXY1Xxg4CLq2k076ZpHR9hsK2Y63e7zVrUDhS0HcRvrsX4BaznpIuM22+FsCUtB8UjijaWi+uYNSqKb2wA6/OI5E7WC5jLIoi6Sd/xzu8Bw5u14bRWfLypMeewTswDAcn68nItnL96+3k6kZpccEtGbuFv5bje/9Aae9Aj4Ejbnoso9HAwa3r6NhnGL7BTReSaEj68V9x9gmgdbumi5KUXb5IRVYCnafU5vdd3/yxjtJ9K5Co3HHu23hT2xDtjtcRdJXUTPoa0alxGJUlJIYa2h9ZiHNxNAWBt3O50zyMckfr5Y5vgHwLQkyt9GR32Av4lZ2h/+UVjItbxHnfuzntN6W23HFDBAmJgfdQ7NKBHrEfMujsM8QFPUSy/4TG3+2CQKHfMMq8utE27ksCkn/AO3svmaH3Ueg7uFHOTn6lBh8nNzRDX6zvu+Lw64Ja70rkRLPeFbs2kbSa8gn5P71A7ndPYRj/PEFW8pJKNAIj533IgS9f49TGJahL8ul9z5P1TSHr13KTYqUhnj6+eI70pf/I2oOk0qICYs6eIObscaJPHeXkgZ1888mbjL7rQcY98BiOTjY0DG2hhZugRaj8CzGZTJw8uIvIHgOwv4WnHqIoEn9iD0Ede9vchV4URaL/XI9XUAfadOgDWBcphRf3EvPtMzj6htNp1lKqBNvmMeVcxHhqLWLaUWQyO/SRd6DreHf9D7A1kSLVVeF9YQX+2X9Sbd+Kk93fpsS9s6UbokvGWjpl/kCWWy8OtnsBg7RxbkhdQ0qpSUfvyj1EZf6AkzaPElUwJ4Ifp8quFWqlF2qFFxqFKwpDFS7VmbjUZOBanYF3xSV6pS6nW9oaLnsNIb71eArEjtfEWV+zkRYkFAbeTmnrAYSdfI3Qs+8i15WTE/6ATa8fgManMxqfLjjknqoXKraEf4m6akzJ+7CPHIVgpQIRQMmpLZi0avwG3mfVrjDxDFUFmUTe3nQ/CaitRJeZcIFOg6x7aW6GyC692Pb9l5SVFOHq7vlfm6eF/z6Fedn4BgRhZ988z6E5Sgtyqa4so2Of5h0KiaJIbvJFgvuOsxqeVUdB7FEQBFp3G2nRxlhVgib1OC4DpyFRWr43Y24MppSD6Ho/jsnDtmaUtYs2EnbyNZyKY0js+SrF/jcv9K7HkkC5nizX7vwS9QV901fRNecnWldcYk/o06iVjfMDi107sK/HZ3RJXELH1K9pXXSc8+GPU+nYOEdOr3QlqctCCvxGEJiwlrDoz/FL3UhG6P0Ut+5/TWhtvXclaDBGnyiUx5agPP0lstT9aPvNw+QZ3kgMKDwDaf3gpxRseo2CX15Bm5tAxG2zLH4GiqtNdLj3JVRu3lzauYHSnFSGzXobu+sOZJpbEawOc2KlIW6e3gwYNZ4Bo8YjiiJJMefZuek7ft2wht1bf2TClOmMvffRm2qQ2kIL1mj5ZP0LSYmLpqQwn/EPz7+l4+anJ1KSm0G/Ox61+Zrs2BO1X6wza70p1kRKWepZYr55Bif/SDrNWkqlaDk5vM6bIpZmYji8FDHlINi7ou3+KLr2d4CdDac8ooh7zkH8LixFqSsnNfAukkMewGRGeECtV6Rv8meEFuwm0WcMJ0LnNj7Ba0Bo6RFGZCzB0VBCjqodu/zmUOY70GzlG63chQIXFwpcroYCuKlTicj9ldD8nYQW7KLIMZxjofMpdL6SQ3Kd+PJQKTAonInv+y6hp98i8NJy5NpS0js+bnNTtRqvKNxi1iPoq20O/zIlHwB9DfadrefniEYDhUc34BrSA+fAxqEaDUk9vBm5vSP+3a/dCFkSTQUZSehq1AS062rTmpvCnPdq4KgJbFm/iqN7fuf2u6feknla+GtQV1bcspPg4twMADxamy9vbonK4jy01VW4tbFNKBQnnsTFrx0KlWWPoTpuD4gmVJGWxQyA4dhqUDqh72hbz6M6Ai+twD3vKKldnrrlIsVWgdIQg9SOQ8HzyXHpzMDUJdwVPZ8DwU+S7t6nka1O4czJDi/gn7+PqOQvGXp6AdHeYznd+u5Gh00+znaUe3bmoseHuOefICBpAxEXPkKd+gsZYQ9Q6t3zmu/UWu+KO5phLyPNOFrb1X77U+jbT0DXbSoFFdeGgcmcvWk15RNKdn1B+dHviC5Mo8P9ryG1IC4FiYSgMbNx9w/jyLfvsHXxIwyb9RZewR0av4434F1pSqzUr0MQCO/YlfCOXZkwZQY/rv6UH1Z+zKUzx5j36ke3pChFCy1cT0udzX8hJw7sRCKVEdXH9jwSW4g7vhsEgXa9htp8zaVd36N0dMEtaphVkaItLyTmm2ewc/el06ylVsOCStRaRE0Fhv2fol/3AGLGaaT9ZlF57/fouk5tJFIaeVNEEZf8U3Q48AShpxajU7pxrPcnJIZPsyhSZIZqhsW+RmjBbs4HPMjx0PkWRYpENDAkcyUTU9+gSuHBj2HvsSHiU1Jd+1BSra/3tjRFqSqY46EL+KHPRg6HLcReV8L483MZkPA+Sn15I/titY5itY4iDST1eoW84DvxTfqBkLPvgmgyM0NjNN6dEEQTdkWxNtkDmGK3g0sb5H7mO8fX38/FnejLCwgY/ohVO626nMyzuwnsPRaZwrYf3MyE8wD4t7O+BluwFGLnFxRKUHgkh3Zuu+k5WvhrqaosR+Vk+TumORTlZgLg6ds8oVKYkQRAcHj7Jm2Neh0lqefxCO91zePXb0irY3cj8whE7nNdw8MGmIpSMSbtQ9b9AVDY7nH3yNqDb9IP5AZPIj/Yev+j5nIjIqUhKR6D2RT1GZV2rRidtJj+acuQG6obGwoCpx368X3kJyR4DKFzwa/cG/sk7Yr2IDHpr66nQlP7V6klzqEL5wd8SmLnp5AYdbQ/+zZRx57FM+cggslwzT3kV2kxBvan+s6VGMLHoIjdgsOvC5DkRTdqrimRK/G4bSHuI56gJvk4F5bOoDov2ep9unQYztjnVgLw23szubhjHSaTsZGduZDApiio0DZuAGqFgJAInnl3OTOefZP4C6d5acbdFBfkNXveFlpoihah8i9DFEWO7ttBuy69cHC8NT/EdePGHP2TgPbdcHS1LeylqiSftDN7Ceo3EZnCsndEFEXivnsRg6aKjo99jNzB2epm3pi4B/0392K6sBFJ5Djkj/xIWeR9YKY87/UixbEomnaHFxJxbBESTTnRHZ7kWK9PqXC2fKqp1Jcx6tLztC47x9HQJ7kYMMWih0Ju1DAp6WV6FGzirNcEvo/4mEznLo3sS9S6+r+mMEjtSWw9jl96ruWi372EFuxk0ulHaVV23uI1xdVGToc+QWLIQ3in/45v4oYm5wHQXGn8qCyOuzqWFYEplmcjZp1FGnm71QpeoslE4aG1qFqF4N5+gNU1XD72KyaDjuABtm+GMuLP4ejqiav3Law4ZIaBoyaQGn+JzLSk/+o8Lfx3cVA5UVFWekvGkslrwx0NuublaGhrqgCwd2r6FLqmOBuTXouLv2VRI5pMaLMvYR/Sx+r/RWNKbW8iede7bV+sKOIX9w1ql1Aud5pn+3VNoNRX4JR9gKG5X/NQyrPcm/Yqg/PWElF+FBddPoiizWNV2PmyNfIDLraaSGTBH9x9cQ6BJceBBsKjolYQaWTOHAyczZbwxVTL3RicsZIHLj1Bt9yN2OkrGo2dX6kjxrEX5wZ+QXLHJ5Dp1YRf+JiuB+fQKv13JEZtA1sNKFRo+86lZtRiMGhx2PEcyoMfUJiXc40YEAQB5+4T8bn3XYyaCqKXTifnwDpEM+KjDtEjhImvrCWg8wBObVzC7x88TmVhTuM134BYAZolVgCGjpvMK1+so7K8lM9eWYBeZ9tBXAst2EqLUPmXEXf+FMV52fQcansitS2kx56hKCuVLkPvsPmas7t+RjQZCRlkvY9L7onNlCaeIPSOhTi2DrO4eRdFEwW7Psf4+8sIrn7IHvgG2YjnEFRNlF8WRZwKLxBx5DkiDz+FXVU2se3mcLD/KrJ9RyJaaWzmWRnPuPPzca1OZ1/kKyS3Gm3RVmFUc1fyIgIqz7Mj8Cn2BjyBUdJ0yWFbRYtBas/p4Nls7boSrcyRMRcX0i5nq+ULBIHEkIfJ8+5Pm/hvUdQUNrkWUa5ClMiR6G37kTNe3AKCFEkH67kh5TF70eSnEDhyhtVNlMloIHHPd3iFdcPN/9pS1NZyZTJizxLQvttNN+1rqtLawNF3IFco2Ln5+5uap4W/lsDQdqQnxyM2YyNsidaBtd6L3HTrp+HXU9dLymTUN2EJNaW5ANi7t7ZoYyjPQ9RVo/C27E0BMGacRnBvi+Boe6NY58IzOFReJjf0HpDcfMR4m7LTTDo3naknJ3Lf5dfpU7QZmUmHi76A/gU/cXf6YubFP8r8+KkMyP8eB0NjD7I5TBI5xwOns6XDh2hlToxOWszA2MU46YvN2uc7hrM54m1+C32JYocgeub+xJRLcxiUvgL364qeAORX6Yl2Gci5QUuI67YIndKd4NhVdNs/kzYpG5Hq1bV2VzxERt9uVN+5Al3n+5FdPozDppnI47ZRUH7t96t9YFfaTFuNQ2hfMneuJO7L+WhLLXsnyo1Khs15l0HTXqUkK4nNr00h4eDWW/J5huaLldDIzsx64W2SYy+yfsm7t2QNLbRQR0uOyr+MP7dtxM5BRdcBtzZ++NSOH7BTOdNxwG1N2hZXaRFNJlKPbManXS+rzfq05QWkbPkY15Ae+PadbHGzbtJVU7jpJcSUA0g6jkc69On6xG1LJ/7FVVpc8k/im7gBp5JYdEp3MjrMpCBoPEXaJjS6KNIudxvd09ZQrfDgp9C3KVCEgoW57IxV3Jf1Cq01afwW/AKJbtY7rlui7v6vrxrWkFLHELZ1XcGQ+Lfol/wpIgIJvhaavwkCsRGzGXxkGj7nl3K+06ImN+OiIEEQLZ/o1dsZtJhifkMIGWh10yOaTOTvXY3SKwjvrqOsjpl1djfVJXl0u++5Juevo6wgh/KiXPrd8YjN19wozq5u9B12G4f+3MoDs5/C3saiEi38vQgMjWDvrz9RlJ+DV6ub88L5BNZ6Y3PTEujUz/bv3TqhYjQY8L3S/NESNVc2rfZujatz1VX/0hfUCiW5d+Pyu3WIJiOmrHPIIm0r+V1H65Rf0CtdKfK7+SqSUdk/0/vyCoqVfuzzmUqmqgM5DmEYJLUecZlJi7fmMq1qkokoP8aQ/HUMKPiBGNfBXHAbSYaqY5M5d4WOEawIfJe+xVsZVLSR0KqznHAfxwn3sVTLrstNEgSynTuR7dwJ15osogp/J6z4IO2L95KnCifeYxhprr3RyVT1l+RX6sCnF6XePXEuiaFN6i8EJq7HN20rOUF3khcwhvzKK53tZXa1XexDRqA8sQzliRXI0g5R1PdxPAOvVomTOrjgNfFl1DG7Kd61hOgvHiZw3JN4djVfmr+wUkdYv9tpFdGVQ1+/yeG1b3P57D4GPLwI1ZVKiTdaDQxsz1upo/eQ0Yy9bxrbf/iKiM7d6Tf81h6WtvC/S4tH5V9EdlEZ5w7vovug0SjsbuzLyRyVpUXEndhNl6F3oFBaHre4SlsvGvLijlNdnEvwgEkW7UVRJPHntzEZdUTc9wqlNQazdsaKPErWTkdMPYR00AKkw5+3LlJEEUPKITrsf5yI4y+hqCnicqd5XBi1jrywu5sUKTJDNYMS3qVX6grSnbqwPuwjChwsh4YpTNU8kvU6rTSXWd9mEcflvSmp0lJiJWSqKZryshhkDuyNfI0M9770T/6EsNztFseqdvAlte09+OXuwa00pskyzQhSsEGomJIPgKYcadRE3FWWf9DKLu1GU5BKyG2zEax4r0RRJH7nWpx8AvGNsl3opcedASDgJvun2Npwc9TEB6ipVnN45283NV8Lfx1hHWuLLpw/duCmx1LaOdC6bTjxZw437zqH2v5MNRVNh6DpqysBUKgsFwAwVOQDIHP1tWgjqotAV4XgbVvj3NqLRFwKz1DcZiii1EIxCxtP4H0qLtH78goSnPvyZdhnHPG5jwzHqHqRAmCQKMlxiOCsx1i+D17M8vAVnHcfRfvyw0xNfY6ZSY8TVXptTklD6kK8TIKMI553sTz4UxKdejCgeBPzk+dwW+5q3HW5Zq8ts/fjUMBMvotawdE2U1EaqhiSsYKp0TMYlfIhbctO1s9bl8NS4dGRuJ6vcqHfh1S5hBKYuJbu+6cTkLiekqKrXhHRuTWaEW+gGbAQSVk69tvmUb7jQ8Tqq++/IAg4dhyJ76MrkHm2JfWXt4j/6klqijIsvu5OHq257akl9Ll/IbmJZ9n06gMkH99R71250RCwuvGbw30z/0Nwuyg2LPsAnfbm8o5aaKGOFqHyL6FYreP0/t/RamroM2riLR37xPb1mAwGeow235SsoUCpI+XgRpSOrrTpYjnxvih6H0WX9tF2zBw0DuZDGgxlORR/Mw1DaRayCR8g7Xav1fAeeUUWHrufJuL4S0gN1aR2XcjFkd9SEDwBUapoMrzKozKB0ecWEFB0mMOtp7ItaBFameVTc0E0cl/Oh7TRJPG977MkOF7bD6FOsNwK0XI9JomcvZGvkeXWiwFJH+FVYTkBPjnofjRKD8JS1gFXE+/NIQqCTbHhpkvbwLk1QoDlRpeiyUj+vjUovYPw7mLdm1KQcIrSjDjCh0+xqVxrHemxZ1A6OOETYD3kxRq2ihSA0MhOtA2LZN/vv9zwfC38tQSGtiMwrD17f9t4S8Jlug8bT1rsWQpzGocLWcLdty0AxTmpAFZPr4UrJXFFC0UxfJzt4Upit9US4frazaOgsL0sc1FxIVJDDRqVZQFkC1KjlkFJ71Mu92Kr/0L0Est5iw0ptgtgR5sn+CRyA9v8ngLgjsyPmJvwGL0LN6EwVjfKQWlImcKHTW2eYlnwZ0S7DKRL+R6eSJnH1PRX6FS2H7mp8TVamSPRPuP4KfITfol4hxivUXirExmd+iEPRc9kQMZqfKoSQBTr51S7hNYLljLPLrRJ+YVu+2did2olEm2t0EQQMIQOR33Xl+jbjUeWtJPqbx9Gf2HLNXkpctfWtJryMR6jF6DOSSD6i0fIObQB0dj4MK+gQosgkdBh+D3c+ep6XFu35cCaV9m7YhGaqtqQuf8vsSKVyZjy+NOUFObz5y/rb3jOFlpoSItQ+ZcgiiL7Nn+Hf0g7gttb6AFyA5QV5nL8t3VEDRyLZ5ugRs+b82hU5qeTfWE/IQMnI5Wb3wCaDHpStn2MqlUIjj3vNWsj6mso+3khJl01sruXIQnqa3FuwaDB/fwa/Lc/gmNJLOlRjxM9/EuKAscgXomptiZS5AY1PVOWc/uF/6A0qtkU8hqnfSZdUzPfHCOKNtBOfZpffWYR59S4JGZDzIkWe2MlA0o2MbD4F9pXHsNbm47MZH6d5gSLSaJgb/tXqVZ40Df5U4shW0aZPTk+g/EovYDEwvgAglGLVK/GqLReulUszahNou84oX4TZY6yS3vQFqTRatiMJsVH7PbV2Ll4EtTPQhibuXWIIinnjxLUsScSqWVvza1EEAR6DBxGavwlqipaOtX/ExEEgWHjJpOeFEdaou0V7izRY9gdCBIJp3ZvsfkaB2d37BxdKM5Oa9K27v+OaLJcva9uEytIrUR0G65895gpPGIJZXWtp0br4GPzNebolvktrpostvvNRy9tvsdfL7HjovsIVoUt4/u2r1Oi8GVk7hrmxj3M2NINuBqKrF5frGzD9tZz+Dx0OXu8puBoKOWO3CX8J2k643KWEaS+iES8TggIAkWqEI75PcJ3UcvZHrqITOeuhBcfYGLiy9wdt5AOBX9QVnJ1brVLKIldn+XcoCUUt+qLb9oW/Lc/jGvs9whXclhQOqHrPYvqicsxeoahP/AF2p/mYsyLazC1BKcu42j92Bpcw3qTuWMZMSvnUJ2XYvEeXXwCGPvcSnrc9QQZ5w+y+bUp5MSdAv7/xEr7Lr3o0mcQW9evpqrSttyiFlqwRotQ+RdQrNYRd/YYuRkpDL3zwZtOKG7Inu8+BWD4g09eO6cZL0odsX98hVSmJGyY5aZ+OUd/pqYoE+9R88z+sIqiSPn2xRgKkpDd9joSr2tPyxvOrSyOx3/7I7jFrKO4zWCiR3xNfsid9QIFrIgUUSSg6Ajjz8ykXe6vXPC8jbXtl5Dl1Mni2uvoWHmYoSU/c9JlNCddm87daYipLJvhWct4Ib0/T9kAACAASURBVGkKE/KXM75gBY9mvcLTqdNZnDCOZ5Mfpkv5XrOejesFi0HmwImQJ/CsSrKaXF/k0RWpSYdb2dWN2fVeFWlNCQBGh2sLFFz/Xhsv/Xolid5yHLJoMpK/dzV23sG4dBhu0Q6gMPk8BYmnaTfqYaTyxifLlhLpS/IyKS/MIbhzX7PP20JzvCl1RHXvW1sJ79zJG573n4ogCGMEQUgQBCFZEITnrdjdJQiCKAiCZZfbX0i/EeNQ2tnz+49f3/RYrp4+RHTrz/EdP2PQ21b1SBAEPP3DKEiLa9JWeqVqokGjtmjj7FBrI9qQnG9ruXIA2ZUqWAb5jVeRVOoriMrZyAW3EaQ5dbvhcQDyK7UcJYqPvF7jg9bvkWgXxZjyjbyeNZs5+W/SVX3E4mEPgFrmxlHPO1kW/DnfBL5JnFNfOlQc5cGMN3gqcToTcpYQXnkSmena7zxRkJLl3IW9QfNZ12k1+wNmY5AoGZD1NQ9FzyTq/Dt4lZyv/87WqNqQ3Pk/XBjwCRXuHfG49C2Bvz2Ma+wGhCvFSkQXPzSj3kIz+DlEdTHan+ai3fEWpsqrhU9kjh44j3+Z0HtfR1uay6Wl08j4cwUm/dX1NRQSEomUzrdNZfyLXyG3U/HHx/M49+uXVkWuLTRHrNw36ylq1JX88tXSm5qzhRagJZn+H03DTea+LetxdvOk+6DmJUlaIzPhAtEHtzPwrhm4el0NzbJWrraqKJv0E9sJHXIvds7mq3EZNFVc/nMVjsE9cArvZ9am+uQGNDE7kPabjaTttZ6K+vlFEeekbXie+QKDnTtxAz6i0rOxwLAkUlzVaXS7/DV+pacotGvLr22fJ18VbvHeGuKjvczk3M9It2vHr94zbboGwN1QwLiKH+ir3osUEycdBrLDaTJlUndCFMV46nLw0OXQvuo4D+S8Q1TlQTa3WkCVrHEJ0xK1rj7p/rLnYLLcetD98ldc9hpCjcK9sb1bJ0QkeBSfo9j9ar+RYrWufrMuramtjmO0s1xJTTToMMVuRwgegKCyXKq6LHoX2sLLBN73Dh5O1k9w43Z8hULlSshA6xXirict+gQAwZ2se7NuNaHto1DaO3DpzHF6D7Ye0vZvQhAEKbAUGAlkAacEQdgmimLsdXZOwALgxP//Km1D5eTM6Lse5NcNa5gwZQYBIc3I2zDD4IkPs/Kl6ZzZ9xu9R1nOzWtIQIeeHNu0Cm1NFUp7R7wtJNWrvGs7qKsLLqOyUJxE6VH7uL4kE6mq8f9/AMHVDwCx5LJN6wPQK2u/e+Ra87k0tmxg2xYfRCoaOOVhvSmsJcyFdAFkKMP40vtZPPV59K7aS++qfUwr/IhqwYHzqn6cdBxMqrI9ojmvryCQ6dCeTIf2/NFqOiHqC7SrPE545Sk6l+9HLyhIU3Ui0bE7SY49qJJf/Q7WS+1J8BxGgucwPKovE1G8j7CSQ4RcPEaFgz9pbcaS4TMUo8yeaqe2xHdfhKo8Gf/kn/C4tBaXpG2Utb+P8pDbQarAEDSYSr+euCZuxnD2Z4xpR5H3eghZl7sQpHIEQcDQth+dnuxO5o5l5B5cT2ncYUImv4ijX/v696Fh+KBnQAR3vPwNR9a9y9mtqyhIiWbI9NcJ8G1ckMFWbE2wDwiJYMQd97Fz83cMvv1O2oY13SuohRYs0eJR+YfSUKTkXE4m5tRhBo27F7mi+afD5qipKmfz5y/g7OHDgEnTr87bRK7FpV+XI0gktBv1sEWbxJ3foFeX0nr0XLPeH31eApV7PkMIHYKk50PmBxFF3C+sxuvUx1S36kb0kGU2ixSZoZoeqasYd24unhWxHPR9hA0RH9ksUuQmLffnvI9GomJDm+cxSqzEhDdAEI3ML3qdvuq9HFaNYlHrVazxeIYsRRBVUhcuGIM55zKc3V4PsaTt52z3nkG7qpPMzHgWpdH8SWq9d0UQOB66ALmxmvBc80neBrkj5c4huJVbPsGVVRfU2jpYruJlSj0ENWVIoyyXqq7NTfkSO58QXDpYrxRUlp1EbvQhwofdh8xKsQZzpJw/gpO7Dx5X4v2by414UwBkcgURHbuQFGO5l82/lF5AsiiKqaIo6oAfAHMfhDeB94C/dUbtuPunYa9y5Oc1n9/0WO26D8A3KIIDm7+xOe+lbVRfRJORzNjTVu0cW9dW8qrMsxwmZu9dG5qrL7KcJyMoHBBcfDEVpdq0PgCdfe13gUJjPbTKGm3yD1Ci8CXP3nJRkuuxlndyPUXyVmx3e4BX/VawxOcVLjn0pLv6ME/mvcyrWXMYX7qeNto0i7l3BomSBKderHacyfOtlrLe/2XOuQ7HW5vOuLyV/Cd5Bo+lPUf/ok14aLOvubbYoS1H/R9lXdRK9gbORYOCzkkrGHPsUTomr8FeU+sdUbuEEt99EVnDP0HvEojn+RUE/DEdp8u7wGQEuQNlHaZg9+BXSP26oT+yGs2GmRgzz9XPVWJUEnzXIiIe+QijVk3Mytlk7lqFyVDrRbteNMqV9gx+7DX6P/QcOfGn2frWo8TFRtv8HpjDVs/K3TMW4Ojkwtcfv4HpJr05Lfxv0yJU/oFcH66z86evUNrZM2i8+VyP5mIyGvnl0+cpK8xh8lMfoLSvLcvYlEgpTrtE+vHthA+fgsOV8ojXU1BQQOHh73DpOBwHvw6NnhdNBkp+fR3sXZCNeL6RkCmu0oIo4nF2KW4x31EeOp68Ie9iUNgQlnAlzOuOszNpn7OFSx6j+Lr9Cs56T7TYZd4cw3JW4anL5ku3uVzWOtYnpl//dz29qg/ip0/na/f/8J374xTJGp9s1eWwiIKUAx738LX/Yry0mUzJfguJlUpcJWodFfZ+lKqCaFV+0aKdTu6KzGA5fERRloYoSNE7+1m0MV3aBk4+CAE9LdqUXdqDtvAyPkOnN5mbEr/jG2RKe0KHWg4VNIdepyX5/BEieg6+peGOtuLq4fW/mKPSBshs8O+sK4/VIwhCN8BfFEXLpej+Jjg6uzL23kc5c2QvybEXbmosQRDoP+4BctISuBx3rukLgDYRXZHKFaScuVp9zNyJtdLRDYWTO+UZlvNplO5+CFI5urwE6+v0DMGU33S4GdTmNRhlKowye5TVN9Z1XBCN+FfHkOrUtcmywlfnvTF9KwpSEuy7sM5rAYv8v+JbzwXky9swvHwLz+cu5OXsuYwt3UAbXa1oKajQXPMHYBJknDBFsM5hCi97fczb3u+w1+sBRASGFW7g8dQFzEp9ikGFP10jWkwSOUkeg9gc8TYHur5PnkcPgrO3M/LETLrFfYqTurZyV4YiiJzB75Iz+G2MShe8T36E36652OeeBlGkSHBHOf5NlOMXg1GPdvPTaHcsrq8Oll9Rg2tYbzrNX4tn51Hk7F9LzPIZVOebF5+CINBu8CTGPrMco07Lb+/MIOXcoRt6feuwRaw4Orlw/5ynSYo5z7b1q25qvhb+t2kRKv8gzG2Ai/KyOL3/DwbcfjeOzq63ZJ59Py4l+ewhbnvsBQLad7Oaj1KHKIqc++kD7Jw9iLx9ulmbErWOgoPfYNJraDV8llmbokPfIhYkIBu6EMHuWvFRtwaPs0txjf+ZsojJFPVaSHG1+bLGDb0pKk0BQ2NfY0j8YrRyF34Me5e9/rPRypys3hdwjfjwLzrEYPUudjlOIN7Oeh5Lw+ukooE7KjaQIQ/ilMPAJuesS7hPVnVjc6v5tFOfYlz+CuvXqHXkuXTCuyLGSlK9HTKD5aRKZVkqeie/RmVI63JExPJcxIzTSCLH1pcavr40sWgyUbDvS5ReQbh0GGa1J0xVUTYZp/8keOBdKK2UXjVH2sXj6DU1tOtlPf/FEjfqTalD5eiMuqrypsb4tyHUVlb4GFhog+1MQRBOC4JwuqS46Wak/y3G3D0VZ1d3flz96U2P1WPYeOxUThzcalvFI7nSjvDeI4k99BvGBrkt5sSKd4eB5F3ch8lgPpRVkMpwCe9Hdfw+qx4daVB/xJLLmIqbTuKvHVhA7RKGqrSxALLpdL0gFoVJU9v/pAls9aDYgk5ix2nHwSxv9Qov+n/F9x6zKZF5Map8E8/nLOTlzNlMVa8jUh9r+RBIEMiV+7NZcTvverzGp6Er2eHzKDVSRwYV/czjqQuYlvY8vUq2ozKU1V8TL7TlTOTT7Oq9kjTf2/EtPMLwU3PpE/0mbuXx5FdpqfHpRvaIz8nv8zwSQw2+h16i9YEXUJQkUVChRRrUF7sHv0Le+2GMyYepWf8ohrg/699bmb0TIZNfJPzBd9FVFhGzfAaFZ7aTX27+9fMOiWLCy9/g5O3HT+/N59zujTf1+try3g++7U76jxzPT2s+4/jeP25qvhb+d2kRKv8QLJWS3b3xWwSJwPBJFkKkmkns8V0c2riKrsMn0WPUPU0KlDoyTu2gOPUiURPnIrdTXfNcXXiSvryAouMbcetyG3beZiqI5aRhPLYGIWQwkrBryxrXrcM5aVu9SCnuPpfiavOJo/UiRTTRPnszE87OolX5BU63nc660A/IUzUdj369MHQ1FvNQ6XLS5cFsdWne6X/nkj/xNuSyTnmf+Xhpc/dw5Z5Put3OEbcJDCjdgrfWevnTFGV75CYN7lXmu2QbpPZIjZaFiqIsBZ1rsMXnjbG1h+RSK0n05XH70RSk4jN0WpPelIRd6xAEgYgRD1q1M0f8yb0oHRxp27FXs6+9FTg4OlGjrvpfC2vIBhomSfhdeawOJ6AjsF8QhMtAH2CbuYR6URRXiaLYQxTFHu4etndJv9XYO6i448GZxJw5TszZm0upUdqr6DN6MhcO/0lZUb5N10QNmUhNVRnJZ633dGnTfQyGmkoK445ZtHHvPBpjeS667BiLNtLw2lBMY8Jum9YHUOXWDlV5EoLJ/KGQNfyra71AWQ6RVu1ulUAxh1rqzBZxEK86PM8s16WsUM0gU+rHSO1uXq1czKqyOcyrWsJA7SFcTJYrVaXUqDjlPpa1gW/waehKdno/jEQ0Mjr/a55Mmsl9GW8TXnkSQTSSX6Ghxs6b6LAZ/Nn3S+LaPoBbeTyDzz1L3wuvoss6D4JAVcAQMsaspqjLbJRlqfjvnofXyY8RakoRZArkvadi98AqJO6B6Ha9j3bLc+RmXvWeuLUfQNTcb3D070DqpndI2bgYg7ba7PpVrl6MfW4FbSJ78ceqN9i/4bObSrJvSqwIgsDM5xYTHtWN5W+/QHKsZW9/Cy1YokWo/M2x1u+iKC+Lo39uos/IO3D1vLnSkQAZ8efY9OkLtAnrxNiZL9kcTqOtKuP8zx/jFtCeoL7XlpZt6NXI3/cliEZ8hs1oNEaJWovxyAoQJMiG/Oea5+pEirw8Hc/Tn1PduhfF3R5vUqRITDoGJrxPz7RV5Lt0Ylu3lRx2HddkmJel1/zO8u9QiDrWuD+JUbAtL6WOwboDpEkDOS3v0XTDxYb3cuXed3lOBSCqwrrLPu9Kno272nwYgChIkFjYbEi0FcirctG6me9sLZqMtUn0AT0RnM33vRFFkYL936Dw8Mc1aqTVtWqrSkk7spXA3mNxcGve59do0BN/ch9h3QYikzfvvbhVSKUyRFHEaGj+5u0fzCkgTBCEIEEQFMB9wLa6J0VRLBdF0VMUxbaiKLYFjgMTRFG0noTxFzP8jvtw8/Rm87fLbnqsAeOnIJqMHP71O5vsg7sMwMHFgwu7frrm8eu9Kl7t+yJ3cCbzmOUSyG4dhyNI5VRFWz69ljj5IPHtjCZ2h039kgCq3NojNWqxr7DRC3OF/EoNfupYyuVeVCgsi9H/lki5PqwLoELiwj7lUN53eobpbiv5yPFJzsq70lF/ibnq5awqm8PrFa9xm+YPPIyN83LqxqqSu3PCYzxrgj9gefAnHPW4Ax/tZe7Nep/5yXMYVPgjDrra6/VyZxLa3sfOPmu4FPwwrlUpDD73LO2OL0JVlgBSOeXhE8m4/WtKIybjlL4H+58eQh67GUxGJO4BKO/6BPmQBZjy4tB8N53Kc7/We1cUzp60e/QT2gx/jOILu9j37kNU5pr/DVDYqRg570MiBk3k6JYv2frFCzZXqjP/GlsXK3KFgqfe+gJXDy8+fH4OqQmWRXQLLZijRaj8jWlqQ7vt688RJFLGTpl903MVZqWw4e0ncPbw4f4XvkAmV9jkTRFFkTPfv4O2qoyeU1+95gS9oUjRFmVQfGYr7j0noXS/JqSdErUWU0EipsTdSLreg+B0Nb/laoUvE14nPsAks6Og7wsU15h31dfNqTBUMvLSIoKKDnCm7TQ2BrxApsF6aJw1Ueijz6ZX9WH2qW6jQN78xmcupnJyJb71MdrW5rqekiot1TIXtBJ77E1VVm1FrIswO20JGgsVvewKa5MsNd7mQ9rE9BNQmY80ynKfE3XaGWpy4vAe+BCCRGo17Cv5wM8Y9RoiRlr3BporTZxy4RjVFSVEDbTs2bE65k2GfQHkZqXj4d36lhWw+CcgiqIBmAv8CcQBP4miGCMIwhuCINjeAOdvhkKpZMzkh4g9d5Ksy+a9kbbi2dqfzgPHcGjbOtQ2dJ2XSGX0HDuV5DP7yYo/a9lOpqDtoHvJObeT8qx4szYyBxfcO4+h6uxmjNWWPQPSjuOQFicjKbCc89Kw74bardYDrSpLbOp2rkUUCVDHkKlqnI94dZ5bJ1LM5ZxYQyvYcVLRi2WOc5jtuoznnd/iR/vJ2Is1PFK9jmXl83m7/EXurNlCG2NWvbC7fuwipT/7vKfweehyfvR7lnxlIIOKNvLAuWkMS34fr6rasDmjzJ7kgLvY2Xs1MUFTUZUm0OnQPMLOvIVSnYtJoaKk83QyRy9H6xaG3dHPcdg6B0lhPIIgQd5pAnYPfoWkdSRF29+hcNPLGDW14aeCRIrfsEdpN+1TDDWVHPzwEfKizXvpJFIZ/R96nh6THif2yB98v3gm1ZU3nm/XlFhxdnXnuQ9WoVAqeXP+VM4fP3jDc7Xwv0eLUPmb0tQm9nLCJU4f2MGISVNv2ptSUVLA+jdmI5XJeeiVlTi6etgc8pW07wcyT++k4/jZuPnX/piZa0yYs+MLJDIFPkOnXfN4ibp2HuPRlaB0Qtp9Sv1zDdfgnLQN+8Joirs9QYHJfKf4ujllhmqGx7yMZ2UCByJe4JDrhCaTOJt6vcdW/IxekLPL6cb2Yk5iJZWSxvkwzRErNRIVdhaqf9UhUPtDKmL+fu00hWiU5k827QsuYJIo0Hq0M/u8MeY3sHdFCL6aY3N9fkrhke+Rqdxw63K71XUa9VqS9v1I6479cfE178GxxsWDv2Hv5EpIl/7NvvZWkZORSpvAxiGM/3ZEUfxdFMVwURRDRFF868pjr4iiuM2M7ZC/uzeljsG3T0Iqk7Nn609NGzfB6AeeQKepYf+mb2yy7zn+EVRuXuz99v1r8kuu96qEjnoMub0T8Vs/sziW7/AZiPoaKk58b9FGFnk7osweeewmm9anUbXBIHPAsYFQaWpzml+pwU2Xg5OhhHRVlHkbG0VKG0Mmd1d9zzslT/FZ0SyWF01jVcGDfFNwL0sLHuW5ohe5r3gZEw1/0tkUi1y0oZfMdYiChDRZEJvsJ/Gsy3sscPmI7+zvx4SU+2p+4uPyZ/ms/D88ov6WTvqLlJQ3zk8TBSmJTr34IeBFloQs4YT7WPxKT3NnzEImxDxNUPFhBNGIUWZPUuBkdvZZTXzgvbjlH6fLvscIvLQcma4CvXMAuYPfIa/PCwg1pThsewLFqdVg0CFx8kI58T3k/aajTjhA9qqpaDKvhlS5BHej4xNfYu8VyKlVT5O440uzOUuCIND59ocZMvNNcpKiWfvSQ5TmZTays5WmPg++AUG8vvwHWvkF8uELj3N0z9++1kYLfxNahMrfDFtO2kVRZNOaj3BydWfk3Y/e1Hya6iq+WzyHmqpypry4HDcfP5tFSkHiac7//BG+nQfTfkztOsyVA65MOk5F3H68h0xD7nj1NL9OpJiyzyNePoa050MIdrWb+YZrkFYX4HFuJdWtunPZx3yp24bhXsNiX8WjMomD7RZxzr53k/fR1Ovto8+mZ80R9qvGUCltXsI3AKKIo1hFpWA+cd9WsaKRqLAzWRcqUBtvbCm8zU5ThMbOfO8Tu/zzaD3bN0qkBxA1lYhpR5BEjEKQmg+10hZnUZFwCI9ek5CYadrYkPSTf6CtLCFiRPNzq7Q1auJP7KVj/zF/WdiXKIrkpKfiG2A5n6eFfxbOru70HjKKQ39uQae9uVP+1m3D6DLoNg5uXUtladNlfRV2Dgy8dx5Z8WeIP7rDop3cwZnQ0TPIjz5AUYL5fBqH1uHYRwyh8sT3mDTmPbCC0hFD+BhkyTtBa0NBCEFCtWtYsz0qgVW1XlpbEukbTSka6a85wHslT/JxyTwmVf9MpVHJRcI4KnRhj7Q/26QjOCXthJ2oZaTxEAsMX/Op7g22aqfzuu5j+hjPWq2WaI08aWu22Y/nJZc3mO26hNUO08iWtmG4di8vVr7LmtJZPFL4MZHVZ8zOUabwYbfPw3wWupIjgTNx0JcxMvld7rkwm9CifQiiEYPMgfigKZwb9g2F/iNonbaVrnsexufyb4CIOmAw6aNWog8bjfLCBhy2zERSlFTrXelxP8rJtVEVuWsfp+zo+npBonTxJnLGUjy6jCZh+wrOfL0Ig878Zzqk1yjGLFxCTWUZ37z4IKkXjt7Q6wVNixU3T29e+WId4R27svTNZzn4h+UwxhZaqKNFqPyNsHXDGn18P8nRZxj74BzsHFRNX2ABvU7LD+/OozAzhXue+QTfkEibRUpZdjKHlz+Fo5c/vR99E0EiMStSTDoNWdveQ+Hhj1f/B+ofrxMpoihiPLISVJ5IOk8GGpdB9ji/BkQDhb2eNusZaThv1/S1tKq4xJHwp8n0sN6t3Nbwq17VhwDhhr0pEkwYkOEoWg/bsoooYmdSY2oiv8bOUDuHQdq4waJCV4bCUEm1/bX5JR4qBRJtOcrSJGp8ujS6zsNRiSl5Pxj1SNpZbm5YfGoTCBI8etW+j02Ffbm0CcO7XfMT4eOO78ag0xA16K8L+4q/eIaaanVLI7N/GYNvn0R1VSUXTtxc+VaAMQ/Ow2gwsHHpGzbZdx4+mVbBHfhj+UuU5V892b7eqxI09AEcvPw5v+5li0nTroNnYNJUUH7kW4vz6SPvRDBokSfaVo2pRuWHsjrXJtv6tVZdoFLmRrGycblza94UmajnmfJ3mF/xCYIo8pnsESYrl/Gk8lXeUczlI/lMvpA/ygr5Q7wvn8MTysWMV37FZOUyFsmf4U/pYKJM8byjf58ftXN50LDppr5/SyXu7LYbwftOzzDNbTXvOD7DEWU/wqvPM6fgLd7MnM6k4i/x16Y0yvvRSe3Z6zCKHzuvZGfYIvRSO4alfMTki3MJKj4MooksvYrUzk9xYfByqlzDCY7+nA5Hn8a+MgOTQoV20LNUj34PQafGYdvjyC/+AKIJaat2yO9dgar9UEr3LqNwy2uY9LWvq0SuJGTyS0ROnE/u+T0c+2wWmnLzorlVWBcefms9Kld3fnh7Dvs3fIbJ+N/JvbN3UPHs+yuJ7NqLFe+8wK/fm/f4tNBCHS1C5W+CrSLFaNCzac3H+PgH0X+Mbd2PzY5jNPDLJ89y+dIpJs5dTGjX/jaLFHVRDgc/fxyZwo7B85dSZVJa7P6et3s5upIs/Ce+iESmoEStrRcpUJv3IOZcQNrrEQS5XaM1yMvScEzbSUX4JPIllrugA3hWxNE+ezOJrW4jzXtofSK6OZqT0B6sSyRLHkCl1KW+z0lTfw0xCVJOKnrRT3cUmYWQhKbWE6BPwdVQRKKqu1U77+ra+PoSVeNwKrey2nj0UtfGm2uHnJMIoolqX/PizhT/J7gFIPhcvbZh2JfJoKf07G+4tB+E3Nn6+1SZn05peixBfcc3WbDBXH7KxYO/4erjh39EY1H1/8W2DWtwcnGj33DrIW4t/LNo36Unji6unDyw66bH8vEPZsyD87hw+E8uHP6zSXupTM6dz3xe6zH/YD4GvfnvL5nCnq4Pv011URYJvy4xaxPQrjuqjqOpOL4eQ6X5zanJqx1Gr/bIYjbZlFSvt/NAri0D0cYqUaKJoKpzpDl1a3TAZE2kyEUdC8vfpbvuNF87TudR2TtskY2hVGii/L4gUCy4c0zanc/k07hbuYyX5AtJlgTymOEnftDOY6b+O9zEm+t9pBcUnFd0ZbVqOrNcl/GB439IsWvPgMo/eTb3GV7Mmc+oso146K+t+iYKUi6792NTx8/YFfo8oiAwMvldJl16ktZXel/VOAcR1+ddkrs8jUNlOp0OzsEvcT2FZVUY/XuhnrQGQ0A/7E6uxH7ni6CpQFCq8LrzDdyGzkYds5vcb2djKM+78pIIOPW8h57TP6AyL41DHz5MmYVePHqVN4++vYEuwyZxdMuXrH9tGuVFzROmYFvZYjt7B559byV9ho7h++Ufsn7pe/9r1RNbaAYtQuVvQHM2zYd//4WC7HTufOw/SGU3FvYiiiK/r36L+BN7GPPY83QaPM7mazUVJez/bA5GnZZB85ehtbe8KVVnRFN49Ac8et2FY3D3awRK3TqMR1eBc2skHcebHcPt0lpEmR2pQXebfb5hyFe/pE+oUXpwpu1jt0ykCKKRttpE4oRQq2M2Wtd1guWAYhDOYiVd9bY1gruentWHMSEhzrGPVTuf6iQ0Ukcq7RpX5XIri8EkyCh3Dq9/rM674JB9FIOdO1qPa8s2ezgqESvzEbPOIm032qKwqIg7gEFdinuPiU3eS8apHSAI+PcY3aRto3lKCkiLPkGnQeP+kiaPAJlpSZw9up8xdz2I0s7+L1lDC/8dZDI5PfoP4+zRfeh1N14JqY6hk6fhFxLJxqVvUFVW0qS9W6sAxs1/j7yUS+z99v36x6/3qniEdidw4D2k7FlLWbr5KkquQ+cgGvSUH1xjcT59tUBpiAAAIABJREFUh0lIS1OR5J5vcm16OzcE0YhMV27TZrRVTQoOxgpSHbs1aVuHRDSysPxduunOsMppDmsNI2wu5349RkHGEWlPXlA8z3TFexyXdOUe42/8oJ3HPP3X2Ik3n8RvFGScVvTkK+9nr/RqmUOlxIXxZRt4LXsOT+Yuopv6MJIr5YoBECSkeQzgl6gv2BuyEKWhivHxi+h85iUcanJBECj0H8X5oWsoadUf/4S1RB2ah7w8Hexc0Ax/DU2/+UizT6PaMhNJUSIFlRpc+0/F59730Zdmk/3lNDQZVxuYtuo0mP7/WYMgSDjy6Uyyz+w0ez8lWrh91qvcseA9CjKS+PKZu4k5vL3ZHg9bPh9yhYK5r37E6Lse5I+fvuXLD19t8ay0YJYWofIX05xNc426ku3fLSesU0+ieg++4TlP/r6BMzt/pv/EafQZW9u/whZvSk15Efs/mUVNaQED536GyTXAoq1JryVz85vInb1oPXpuI5ECIKYcQCyIR9p7GoJU3tibUpGJY/o+8oImmO0839CL0zljA641mRwLXUC+RmZxXc15vQFUFak4oCFRFtqs6+rXeOWezsu7UC44M0S7v9ljeOtzGFb1K2fs+6GWWT9V9KlOpsQpzGyInFtZDOXOYZiuz0ExGXDIPUl1mz5gZlNgSqg9XZZEWC43XHx6C3LXVjiF1uYEWQr7EkWR9FN/4hXWDQc3b7M21rh0+A9Ek4lONxj2dbOIosjmtStQ2tkzetIDTV/Qwj+O3kPHUKOuuiXhX1KpjPueehuNupKVL09Ho246/Cii90h6jJ3K6e1rOb/7Z4t2kXc+hdLZg/PrX8ZkbOyplXsE4th1ApVnN1v0qhhCRyHKlMhS9zS5LqO0VpRLDU1v8PMrNYRVnkREqO1IbyMTq3+hq+4sq51m873+xn/jridFEshixXymKj5hp3QgE407WaJ7hdYm23rdNEVBhYYaqSNHnUbyeevFvOK3gm2uD+JkLOfRwo95JetxBlf8hrxBDytRkJLsOZSfOi/npN9U2pSfZ+ix6YSlbUAw6dEr3Ujqvoj4nq+j0BTT5o9ZOF7eA4KAPvJOqsd9DqKIw6/zkaXsBcAhrD++j65GYudE7v+xd97RURV/H35m+6b3nkAIvffeBBREEbGhYgMRRARBQVERRFEBpQmCglIUAQULoKAgTXrvPSEJpPdett33jyUkYUs2CeoP3jzn7IHcmTszN7vZez/zbd+PJe/MnzfWV4x7SH26TVyJR2gjjq94l8tblloVBsk5hTTpcj/DZv6AV1AtNnz+NmumjyQj0X4Nr6ogk8l4buw7DHx2JDt/W89Py61bCGv4/02NUPkPqexD8y9fzyU/J4tHX3qjyrvJkSf38cfymTRodw+9nxlnXocDIiUnKYbtM58nPz2ebq/OxyfCvttNwua5FKdEEzLwbbKNlpYfyaDDsHcxeNZC1qiv1TV4nPseSaYkKeJRi7ayIkWtz6Zx/M9E+fbmrNJ20GZl65dk5BXjZsox/yw8HT7XGkahYLu6F531B2mls52C9FYC9deYmDoJg1CyNXiU3b4aQw5+BVGkulq6dskNBXhkXSTDszT7Tok1RZNyGrkuz8Ltq8TtynRxKyKgCcKj1M+8rNuXLiuJvKjDeLUecLNavS1yk2PITYomtI3tWJdb5y/LuX1/EhjRGJ/gqmXbqk58isGgZ+mnU9j31+/0e/QZXN2r95mo4X+Tpm064ebpzd5tm27LeCERjRg6eQHxVy+x9P2XHQrU7/3CJMJbduWPL6cQc9pc4PFWq4rSyY3mT71HzvWLRG5dZnUc9y4vgMlA7qHV1idSajEGt0URWz6Aumxq4hJKCsUaFZbxb9ZomL2f686NKahgc6WEcH0kj+b/wD51N/7S9nPonMqSIAtgtnIEk5ST8JXS+VL3Du2Mpyo+sZJkKvzY5vEI04MXsMRvElkKHx7LWMbYi8/TPWkVamOpYDXK1JwMfoIfm3/JNfc2NI5aRvcjY3DNizGPFdCJ090Xk+9WB/99H+BzeA4YdZj8GlHw8JcYfeqh3fkhun1LkCQJlU9tgoYuRRPclNQN08jc/XVpkL2rFx1f/YKQ9g9wafMSc5B9kfUELV4BYTz34bf0ffEdEiPPsnTCo+xZt9jhmiuOWFXA7J72xPDX6NH/EX5esYgdm6qfda+Gu4saoXKHcPrgLvZuWU+fx14grJ79Cr+2SEuIYf3sifiGRvDIuBnIZDKHREra1dNsnzUUg66Ie15fin/D9jZjUgDSDv1E+uGf8O32LIYQi4LUAJiOfQ9Z11H0HE9GgWXGFEVeEq7RW0mp3R+Dxv4DYUTyNuSSnnMhj9nsU5UiiwAJcnPNlGBTgsPn2xrvB+1gYuVhTMqbySOFP1eYjaZ28WXeTJmEkCRm+c4gW2nfAtEwYzdyjMT4WO5E+qYfQy7pSfE1WzzKPrA7x+/HJFNREGj5XpnSryKlRdoNos86/SdIUoUpiQESz+4DIKhZ1wr73kpeVjrxkWdo2M565rd/koK8XGa++TLbN61j0LMjeXLE+IpPquGORK5Q0KlXf07s30lBngMZsRygcfsePDNxFlfPHmXFR69hqMCtTK5QMmjC53gF1ebnWa+SFhdltV9gyz4Ete7L5d8XkZto2UfpHYZT4z7kHFmHqcj6tRjDOiPLiUNkXbO7JtkNS4pJXrG7o2dxIv5F0Vx061xhXzC72L6S8zk5Mne+cR3hUA2U6nBE3oKXVR+TKryZoZ/Bk4YN/8g8kpBxxqk98wI/YnbAJ1xWN6F7ymrGXBhK1+TV5Sws+Wof/qr/DoeaT0NblEaPw6OIiF0Hkgmd1ofznT8lIeIx3K9sIHjrq8jzU5C0nhT2n4O+fj8Mh5ah2/wekqEYudaNgCHzcGnen6w9y0j9dRrJGeb3X65U0fKZqTQaOJbEkzvY89kL5CaVL+RZIlRlMjlt+j7JyHkbaNCuF3vWLWbpG48Qefz21kERQvDihPdp0aEby+Z8wIkDu27r+DXc2dQIlf+Iyjw452Sms2ruVEIiGvLgs6OrNF9hXjZrPn4VmVzOU28vRK11LFtY/Kld7JozEpWzK33eWoFX7SZ2RUr2uZ3Eb5qFW4OuqLu8aLWPlB2P8fBKZPV6k+ndwmofjwtrkRAk1bWMTSk3v2SiftIWkt2acFWyXi29Mtwah5IhPMnHiVBjfLXH1gk1U13f56iyLc8WrmJWzlvUNpTeIMp+JhoUnWZC6rsUCS0z/WcRr6pd4fgtM/8k3bku6a71Ldr8Ug+iU7iQ4dG0vFVBknCO20thQGskpdPNwzetKZe2gZAhq9f7ZltZa4okSWSe2IxTWDPU3iE32m1bLRLP7sUtsA7O3pUvmhl5Yi9IEvXadK/0udUhLTmBKaOf5tzxQ4x8azpPjhiPTFbz1Xk3063fQPQ6HVt/dqy6vCO07vkAj4+ZxvnDuxxyA9M4u/LEu0uQyRX8OH04+VnpVvs1ffJd5CotZ9ZOt+rK4975OaTiPPJOW8/uZQgxZ96TJ9qPn1PqsjHJlJauo1ZokrULgEvujgmVdsWHCDNeY6XLi+RbqTf1T5Ao8+dV1QfslnVgpGENQ/U/OpRUwBYViasYTQO+9nuLpfUWEOvSjJ7Jq3jl0nCaZ2wrN2+SXxd2dFpKinc7ml75ig4nJ6PUZSPJFMQ2HkFi949Q5Vwn5M9RqDIjQa6kqNubFLcbgfHSXxT/NA6pKBchV+Iz4N0bQfZbSVrzOoYCs4eAEIK6fZ6l05hF6Apy2Dt7KImndpVbb1mrmounLw+Pm8VTk79CJpfz44xXWTdrLFkp9u+LjlpVwBwf9tq0uYRFNGDhBxNJTqh6TZca7i5q7rb/AZURKZIksWruVIoK8nlh4sdVqoJtNBpYP2cimSlxPDFxLp5+5srwFVlTovb8zL7Fb+AeHEHviStw8Q21K1Lyoo8R++NknEKa4PrQ+wiZZayIJEkYds4BmYKctiOtjiMvTMc18nfSwvqgcypvRbh1/sCsk7gVJXDcw07a3EoUVbRACOLkwYQa4xwaoyKyZR586jqRmS4T8TJl8GnOm7yWN5/7izYzQr+aEWkzeTdpPONTp5Au92WG/yxSFRULMN+CKHzyrnA5wIpVQzLhn3qQVJ92eLk6lWtSZV1FmZdIfkhp4cQSkSJJEqZL2xChbRDOXlbnLUq6QlHKVYesKfqiAlIvHyOwacXWFGtuX5eP/Y2Lpy+Bdf69lMBnjh5g8sjBpCUnMumzJfR60LbVroa7hzoNmtCuWx82rFpCalL1NylK6Nx/MM9MnEXU2WMsePMZcjJS7fb38A/l8Xe/Ii8zjZ8/fRUfZ0vXSo2bDw0HjCHt0iGST++0aFcFNUbpW4f8s9brs0huwUgyBbIyFhV/N0uriSb3OkUuISCEhRta+QFNtMnaRrRLC7JVjhUj7lf4OykyPw6p7ScLud0UCQ3TlWPYIu/Bc8afmaxfgFKqfhIFeyRrI1hXewrLI+aQpQrgobi5PB09GXedOV4mObcIncqTw82ncarBGHwzTtDj8Ghc88ybWgWhXYm/byEgCN46Bm3iERACXYunKLznPUyJZyj68WVMuSkIIfDo8hy+A6dSdP00pxe8QFF6qQDwqdeG7hO/xcWvFke/nsjF3xYjmUot/be6AIY378TwT9dzz5BxxJw5yJLXB7Hv56UYDZUvsGkNjZMz4z/8HCFkLJw2AaPhn0mRXMOdRY1Q+ZepbFzK7k1rOXv4bwa9OJ6g2lUL6N6+ah5RJ/fzwEuTqd3E7N5jT6RIksTZjYs5uupDApp04p7Xl6Jxs/6gWkLulYNcXfkaKs9gPB79BJnSuh+z6dR6pJgDFLUZhuRsvUK616mvQTKRWO/JCq+tSfx6CpWeRHo4tnNnC3sZva4o6lLPGImTZL1mQVU4qOrEWPf57FZ1p6PuICMKvube3F+prY8kX+7CTpf+zPKbQbbcXCDTy8qDe1k6ZWxEL9MQ5dfbos0z6wJqXRb5oZaWCKd4s296QbD591dWIEgplyA7AVn9PjeP3VqJPuvMXyCT49G0DxWReuUYJqOBgCb269tYw2g0EHVyP/Vad/1Xsn1lpafy+QcTmD5+KGqtEx8sWk3zttX7jNVwZ/Hs2LcB+Hb+x7d13La9B/LStMWkxscy//UnSU2wH6QcXL8l/UdN5/r5o+z5YYHVPrW6D8bZrxYXNy1AupHmtURsCCFwbtqX4msnbqatLYdMgeQWjCzb/g62NjeWQtdaFV5fUPZJXIuTOOnpWFa/UEMMTfTn2Kq932ah2n8Sk5AzS/EySxRP0du0nzm66bhLOf/YfCXZv+KdG7Iy4lM2B48muOAiIy6/Qpu030rTPwtBTOhA9radi9yko9uR1/BPO0hKTjE6zwji+i1C7xJA4M63cI0yW8sMEb1QD5qDlJ1I8dqXMKWbxY1Ls74EDJmPsSCTM58/T250qfVM6+lP53FLCO3wIFf+XMb+BaMozEwus97yYkWuUNJp4DBGzt1IRKuu7F67gK8nPs61C8esXm9lrCoAvoHBDJ/wPlEXTvP72uWVOreGu5MaofIvUlmREnf1Mj8vnU2Tdt3oObBqGYbO7d/K/g0raNfvSdrca72gYllMRj1Hvp3Gud+XEN55IF1fmYtCbb7h2bKmZJ/fTfR3r6P2DsP76c+RO1kPnjQlX8S4ZyGG0E7om1ivAaNOv4Bb1GaSIwZR7BJcru3W+X1yLxKUdYIjvgMxyqynaq7s79waB5QdUGKgjd7xIHhHyJO5stBlDEM9l/Gix1JGhfzMO4FLmef7IT94jiBfbpnpzBohimwiUv7iSsD96JSW5wSk7MEkU5IVYCkQnOP3U+TVAKOTZZppU+QuEHJkEd1szp19ficutVuhcDa/5/bcvlIuHUUmV+ATYd3dzx5xl09TXJBL3Va211IRjgTSm4xGtv6yhvHP9OfQrj95bOhoPl2xkbA6lu50Ndzd+PgH8cgLr3Bs3w7WfDn7tqZObdS2O6NnrqSoMJ95457g6tmjdvs37TmQ5r0eZd/6xSRfsXTRkskV1H9gFDlxl0g5Z5mtzLmpWTQUXLS0uACY3EIQubbj8GSGIjT5CQ4JlYbJv1Msd+aSu2MbEn0LtqBDxU6t5SbLv4YQrFEM5H3lOOpJ0czVfUCAKaXSrmCVjq0RMo57P8CS+ouId2rI/QmLGBwzDZWhNJ4oy70hu9t/Qb5TMB1OTiEsfjMARic/Eu5dQKF/S/wOzsD9gjkIPc2zGZrBi5FMBorWjsSYdAEAba1W5oxgWjcuLH2FjLOlnwW5Uk3LZ6bS8tlpZF+/xN+zniU9qjRltbXkCm4+ATz6xhyemPQFBl0Rq94fxt71X90UytWhY6/7ad/jPn5asZCUhNvjzVDDnUuNUPmXqOwDc3FRActnvIWTiyvPvfFBlXaRU+OusmHhZELqt6Dv0LfM67AjUvRFBez5YhzR+zfQ5MGRtHtuKjK5WQDYEimpB34gZvWbaAPrEzH8S+TO1gPfpeI8DJsng5MXhT3espo+F8mEx6H56NSexDcYUuH1Nbu2hmKFK2e8K1+PozJckUeQJrzopDtUpfMrsoYUCS0ZMm+b9QIqOr9x/M8IycTZYCu1ZiSJ4JS9ZPu2wagsH5ckL8pEnXaBghAr1hRJwhS5CxHSEqEtESHl11Gcdo3i1BjcGve0u74SUi4fxTu8GQpV5WuPRJ7Yi5DJqdPin3MNSU64znujnuKbOdOo06Apn67YyOPDxqBSV+yTX8PdyQODh9L7ocFsWv01iz+e5HDGI0eo1aA54+asxcnVg8XvDOPyyQN2+987fDJu3gEcWPmBVVeb4Lb3o3bzJmaPZdYkpXct5O6BFMWU7nqXdd+SNG6IYtuJA5yzLiEwkedp3+3SuTiF8LTdXPLvj0Fm++/G381scdea8ulWvJt9mm7kyUo3WfzcHMssdrvZLe/IJOUkgqVk1ujG8lvxMBYVv8vbui94Ub+WkfpVjNEv5w39Et7SLeI1/TKG6X/gCcMm+ht20Np4Bq2p8pb3bJU/q8OnsyVoFHXyTvDQ6bG4FJVav4o0vuxtO4cU77a0ujCH4IvfgiRhUrmQ2HMmeWE98Dn+BR7nzDFVMr8GaAYvQaidKV4/GmO8WXQovUIJemEJKv96XPnuTVIO/VJuHaHt+9N94kqUTq4cWDCKawcqTjJQt3U3Xpr9M027PsDfP37BulljKcyrvkXqubHvIJPJWb3402qPVcOdTY1Q+R/EZDSyfMYkkuKieX7ix7h6eFd6DF1RAT/MGodCpeHxCbPJLjbZFSnF+dnsnPMSyRcO0fbZ92g64GW74shk0BO3cRYJv32GW4Ou1Bm2iByT9RuTZNBh2DwFcpLJ7zkZNO5W+7le3YJL5gXiGr+I6ZaH6luFknfuJUIzD3M+aBB6B7LQVAdJyDikbE8Lwxm0t9H9qyxVTZvrr9bTMHETMb7dydNaxrK45UaiKUgkPbinRZtT/EEEEvnBnS1jQjJiIPMasrrm824VKQA5l/aa52jQ9UYf29egK8wl69pF/Bq0c+zCbiHy+F5CG7RA6+yYlamyXD53kvdefpLEuFhefe9TJs9dRlBY1VIg13D3IJPLGfbGVB5/cSx7/9zIzIkjyc6wXpOkKvgG1+a1OWvwCarF11NHEXXmiM2+aq0LfUe8T9r1K5z+3TIdsUyuJKzzIySf2U1hpqWLl6ZWa4qunbBqGZJULgid9TS1AC4Z5mrmuZ6lGSetxak0SfwVgHOBg/B3rVhsdC/ahUYqYqv2/gr7/luclDdhhOoT5iuG8qe8O/nCiZamczxl3MBA4zb6GPfS0XiClqbz3GM8wNPGXxll+J6JhiXM1n/EsrQhfJY+lpE5C+lZuB2NydIaYRUhOOYzgNXh09Ho0hl4ejQ+uRdvNhvlWg61+IDrAX0IO7+UsHNfmS0+ciXJXaaQW7sP3ieX4Hl6BcnZBcg8glEP/grh7EPxT+Mwxh4GQO7kTsCQ+WjD2xH903SubVlQzgri4l+brm8sx6deW06tns7pH2Zg1BdbtaqUoNI4MeDVj+j74jtcPbWfle8OISOpNOapsu5fAF6+/jw05CUO797KhZOHK31+DXcPNULlX6CywfM/Lp7B6YO7ePzlt2jUuvL+/ACbv/6YtPho7hv1UYXpfXUFueyeN4rs+Ct0eXk2EV3Lu2XdKhL0OWlELRtF+qF1+HYdQu0hs8g2WPctlgzFGH57Gyn2IEVdx2Pyt17nRJlzHe8jn5Pj3Yy0MNuFBQHkxiK6XJ5NgcqLg27VD6J3hEOqtqjQ01x/tlLnVWQNqS4Nkn5HZcznTIj1eJ7wzENICDIDLOMrtIlHMGi8cA21fE9MsWbrkayO7cD33MjDqH1qofYKttmnhNRLR5EkU5WESnZaIolXz1OvddXdvuyxfdM63n/1WTRaJz5cvIZu9w34z6re/5cIITyEEO/+1+v4X0MIwaDnR/Hy259w+ewJJj73IJvWfENxkYMPoBXg4u7FKzNW4OkfxFfvjSAu8rzNvvXa9aJRl/6c2PgluamWLjFhXR4DJK4f+NWiTVOrNab8DAzpVtIQK51Bn1/O1alsQL1L5gWKnALt3ksUxkIaJv1GjHdX8jQBNvuVEOCqom/hZq4o6nFVaRl/+V9ZVQBiZSH8qujLAuVQJqreZbBmEX00a+ivWclAzTc8rlnMU5qFPKxZSh/1ah5QL+NJ9QImKt9mvfOTpMl9aF98kFG5C1iU/iL9CzYilxwLOI91ac6KiM8wytQMODueoKxSl2NJpuB4kzeJDn6Q4MvfE3buS/N7JlOQ0ukdcur0w+vMcjzPrARA5uqH5onFCI9gin+dgDHmxve6ygn/wZ/i1+EREneu4Oq6aeXEisrJjfYvzyWiz3PE7v2JAwtHYyjKtytWhBC06fskT09ZSmFeNivffZaslOq5bT3w5FB8/AP5dsEMTLfBpayGO5MaofIPU9mH5W3rlvP3bz/Q57EX6PnQU1Wa88C2DZzc8SttBwwjtEl7u311hbnsnl8qUoJb2K8GnB97istfPENRwiXCBn9E0P3jbBb5kwzFGDa+hRRzkKKuE9A3sFFN3KjDf+80JJmSqLZvW62OXpbWMcvxKLzOvnpvUKxwsdv3dnFJXp884URrw8mKO9/AUZFiz5pibwwfraBJ3DoS3FuR7trA6rheiX+T693M8gFDktAmn8AU0taqG54p/iS4ByFc/a1aUySjgfyYE7hEOCY8ki8eRq7S4F2nuUP9y3LxkLnqcqOOFQfsVwaDXsc3cz5gyaz3aNKqHR8vXUdwrTq3dY7/RYQQoUKIJUKI34QQw4UQzkKI2cBlwH6xnv/HdL//YT5auo46DZuxZvFnjHvyPv5Y/x264srvFt+Kq4c3r3yyAidXd5a+/zLZ6bYrpvcZ+jZCCE5sXGLR5uwbimd4SxJPbLNoUwc3AaA40VIISSonhMkIRuv3K+fsSPI9rKQ9L2NVqZeyFbUxj7NBpZnx7FlVmufvJ9gYz2anh2z2+S/FisMIQYFwIln4clTegp+cBzPDYwov+nzHZM+ZXFE24Pm8ZXyaMY6WxdYDzm8lXRPGhuYLydEE0ffCu+XECkLG6YavkRT+MMGXVxN86TvzcZmc1I5v3RQrylNrzN2dvdE8vgjhVZviDW9ivG5eg5ArcOrzBsF9RpB27Deif/64nFiRyRU0HjiG1i98RFbMWQ59OR5DccXiPKxRG577cCWSycBPn72O3oFzbKFSaxg84nVir1zgwPbNVR6nhjubGqHyD1JZkXJ4x+/8umwebXv04+Fh4xybI6+43OtqVCQ7ln9MYL0WdBg0wu65+sI8/p4/mqzrl+g88lOCmlnuWJdYUyRJIu3QeiK/HolM7UTdl5fj2fy+G30sb9SSvgjDholI144gv/dt9A1tiBTA+8Ri1JlXuNp6InqtZSawshYd79xLNEzcxMXAASR6trZ7fbcTk5BzStGc1vqTCKninZ1/2pLi5ayiTuoOnHVpnA0dbNHu7axCkxeHc3YUGUGW2b6UObEoijIwBFsWeZQkE1L8SWTBrayKFICCuHOYdAW41Gl3cz32SL54CN96rZErK+/iduHQX/iGRlS5Gj1YikFdcTEfvTGcrb+sZsBTLzJp1hJc3ByroH0X8C2QACwAmgBHgSCguSRJr/2XC/tfJyS8HpM+W8qUhasICgvn288/5rXBfdi4amm1i0O6e/vx0rQvKcrP5ev3R6GzYbFx9Q6gYc/HubJ3A3npiRbtgS17k339AgVp8eWsIkrfOiBXoUssdSe6KTSUN/rpLeeUGYrQ5MVR4GZHxEsmmib8RIpLA5Jdm5RrsipWJIn7MteQrAzmgNp+Nr07QqzcoNxaheCKsgGfuE9hhvtkBBJvZ3/I6Jx5KEwVPxsUqrz4velscjRB3HvhPXzyLpcb+1CdV0gNvY+w80sJiFp/47iM1A4TyQvtgXr/XBQXN5kPa93RPDq/1LISf+rGMILge0cQdM9QUg//QuzGTy1cA4Pb3Eer5z4g4+opDn81nvi0zArX7h0UzkNjZpAce4ktSz6sViKKTr37U6teI35cOg99BYVSa7g7qREq/xCVFSmXTx3huznvUa9ZW559Y7rNgnK3CpOyGA16/lj0DjKZjPtGfYRMblnHpASDrpC/F44lI/YCnV6aSXCLnhZ9SgSCyaAj7tePiN84E9e6Hak/aiXaANupkqWiHAy/voEUdxx538lk1bLtyuV8bRcel34mqc4gsgLtu7nJjUV0ivycQpUXJ2o9b7dvZfFyUVcoLo4rW+IhZVPbaD+daGVESlWtKcJkoNn1NWQ4hRPnad1q5pVgrh6cHmxpJfPJPA2AIciKUEmPhqIcREgrm/PnXTVnKXKpU7FYLMhMIScxGv+GHSrseyv52RnEnj9Gow63z5oiSRJLP5vC+RMgGJtPAAAgAElEQVSHeeWdT3jmlYnIFbb/Vu5CvCRJel+SpD8lSRoPuAJDJEmykru2Bms0bN6GyfNXMnn+SsIiGrB2yRzGPtGbtV/NISvdfm0UewTXacizb83m+pVzbPnuc5v9ejw2HCSJCzstA+cDW5n/VhJPbS93XMiVqPzroUu4YHFOSbFXoS8fp+LvpkWbG4NAosA9wupa/NzUhGQdwaMozmxNccBtslHBUUKLo9jmORg/94qLD/u5ae4owVIOITihbssEr/mscxpM96JdjE6YhEyquEZIkdKDLY1nUqx0o9/5SeUC7BEyItu8TUZgV8JPzcf7+l/m4zIFyV0mUxDYDvWuj5BHm+8DwskTzWMLEC6+FP8yHlPqFQBSc3WE9BtNQPdnSN7/I9c2zbZYh1msTCM98gRHlk7AVKbWii3qtu5G98df4eye3zi5/ScHflHWkclkPDnydVKT4m9rAdYa7hyqJFSEEPWFEEurOqkQwksIsU0IceXGvxaOr0KIlkKIA0KIc0KI00IIy23ju4RrV87z1Qfj8A0KY+TUeRZFHW0Jk1s58utSUqLP0+vFKbj52C4SKJlMHPxmMmlRJ+k0/GNCWvWy2Vefl07UN6PIOLoBvx5DCX92NnJtaeXgW60pptRI9KuHISWeQd53ClmhtsdWp57Fb/9H5Hk24nqT4XavDclE18uf4ZkfzYG6Y9ErKr65VQV74iBOdqPyumR9R8kRsXO7aJzwC54FsZyoPdTiwaBE/HgkHSDfvS46J0t/cUXyGUzOvpjcLCvES0lm1xBPOyIkL/oYmoB6KGykoi5L/ElzGszApl0q6GnJie2/IJlMNO1WcUFJR9m4+hv+/mMDjw8bQ4/7B922ce8khBCeN76HvYB0wL3MzzU4gBCCxq3a8/bsr5m+dD1N23Zm05pveP3pfvy2ZlmVM4Q17diL9vc9wp6Nq8hKs+4C5uEXQnCzLkTt/80iHayzbxiuQXVJPrPL4jx1cBOKE86XK+oHIGnNt2BRaPnd5iczW4qKtba9Aptm7aJI4Uq0t6X1FiytKvdk/UKW3JtjrvfYHNMaJYLFnmgp26ei17+JUShZ7/IUC11fI6LoPD2yKs6oBVCg9mFL45nITHr6XHwfeVlrjEzB5fbvk+PdnIjjM9HmmOumIFeR1P1Dir3qo9k+BZFpPi6cvVE/thChcqZ441tIhdmAWayEPTCOgK5PkbR3DalHN1msI6RtP5oPnkTaxUOctOJ2aI0uj7xEaKM2/P3DF8SlVGyJsUXzdl1o1bkn65ctIDneSoxVDXc1doWKEKK5EGKrEOKsEGK6ECJQCPETsAOwHfFXMZOA7ZIk1QO23/j5VgqA5yRJagL0A+YJIe4I34zKWFMSYq6w4N2X0Tq7MPrDRTi5lGY1ckSclJB45TRHNy2nUbeHqNvOtjgAOPfbV8Sf3EHLx94gtI11a0dGvo7CpEiuLHqOwsRL1HryYwLve6VcPMqtIsV46S8MP4wAow7F44uQN7Qd6K7KuELgrrfQaXy43PEDJLl1y0KJVadNzDJqpe/jaPhLxHvZj7upLrYEh/FG7IxcMlr0rYpAqao1JViRS6vYFcR5tifWu3ywe8mYcn0+rulnyPK3tGJ4u6iRp17A4NvYog1ASrmIUDsj9wq12m4y6Mm/dhqXcLOQqcjtK/7UTlz9a+MeZH1H1hYmo5Ejf/5A7abt8Aut3Lm2OLp3B2u+mk2nXv159IVXbsuYdyDuwLEyLzfg+I3/2y/oUYNV6jRowrgP5vHZd7/RqFV7Vi/+lElDB3HmyL4qjdf36dGYTCb++uErm33qdnqAvPREkiMt4+b8m/Yg/cpRDEX55dy/1MFNkXT56NNibh7zc1MjuZgryIs8S6Oa0JszHd6a3vxmu0lPQMo+Uvy7YbJRzwpKxUpAcQwNC4+z1/1BjMLc378KouF2iA8/Nw2NnHMZLt9Md+NBfKT0Sq+j7FiOsEd7D2ecOtA/4zs8DI5Z37KdwthdbxK++ZfpdHVhuTZJruZy+2kYFVrqH3oPmcH8fkkKLUndP0RSaNBumQA30k/LXP1QDfgEKS+V4t8nI5nMlh0hBGEPjMMtoi3RP39Cfpyl5S2s88MEt+3H8V8Xk3S54rpiQiaj51Njyc9O5+gfaxy6VqvjCMGw16cik8tZOmtKTWD9/zMqsqgsBVYDjwKpwEkgCqgrSdLcasw7EFh54/8rgYdv7SBJ0mVJkq7c+H8CkAJYL2X+P0RlREry9WjmT3oJhVLFazO+xtu/dHfbUYEC5lTE2756D1fvALo/84bdvteP/3WzmGP93raLSOZfO0PU1yORTBJ1R3yDRzPb7luSyYBhzxcYt0xB+NVH+fRyZIFNbV6DMjuGoB1vYFI4cbHzTAxq+/qzfuLvNIn/iYuBA7gQZPFRsUlVU/6WUFaEeLmocXEy3/DdNLJqW0+qs7Z20V8hN+k5WHeMTTcLt9TjyCSjhVDxdlEjinORZ1/H6GdDqCRfQhnQEGEjqUFhwkUkfTHOtW27hpWgL8wj9fKxCpM0WOPK8T1kpybQ/v6qFTu9lWtRl1jwwQTCGzThlXc+/n+Z2QtAkqTakiTVkSQp3Mrr7s8m8A8SGBrOxBmLmThzMUajgU/eGM68916rdIYw74AQOtz3CAf++JHMVMs4FIC2PfohV2mIOvC7RZt/sx5IRgMp58sLJXWIOZlF8fVT5Y6bXMxWV1mupQVHdsMdzKhwsroO3/SjKA15JATcYzVlcbl1uWrokb0BnVCx3718SuKqiJUqI0mE66N4Om8lc9JfZUj+t0zTz2Nd8WjW60YzTTeHe4z7HYpHhMrH0fzkOwqBxMC0rx0+J9a7CyeDn6JR8m/US9lark2v9eFK+/fR5l4n4nhp3RGjkx+JXd9H5Cag2T7lZlY3eWBTVL3fwnTtCPq/zcInJacYIVdQd8gnKJ09uPzdRAyF5eOuhBA0HzwJJ+8gdi5+E11BxXFZoQ1bUbd1dw5uWEZBNeqrePsF8MzoNzl/4hDbN6yt8jg13HlUJFTUkiStkCTpkiRJ84F8SZLelCSpkuVXLfCXJKnk2zcJ8LfXWQjRHlBhFkl3BVlpycx/+yUAXpuxFN+g0t3ryogUgP1r55OdGk+fkR+g0trOgpWTFMPhFVPwDm9Gm6ffsfmgdu3cIa4uewW5kzv1Rn6NU5BlRqkSa4o5HmUCpmPfI2v+CIpHFyCcbdd9UWbHErT9dSQh53znmeic7aexDMo8SvuoRcR5tuNInZEO+T//UyhupJeUU73dnIpEij0B1Mhwibop2zgTMpgcbYjNfh7JhzAqtOR6W6Yelqead8qMvpbF2ySjASktEkWA7cJu+THmnTTn2q0qtKYkntuPyWggqLl1lxB7HPljLS6evjRoXzn3kFvxdlaRlZHGrEmj0Do5M/HjL1Cp71B/938IIUSEEOI9IcS5/3otdwOtOvVk5oqNPP7iWI78vY2vPnmn0gHFfQaPwKjXc2TbL1bbVVpnwlr2IObYXxYxA551WqJ0difpljgVhXcYMmcvimLKG858fbyRNB7IMiItJxJmK7qfs/U4Lo9sc5B3qncbcz87YkVuKqZt3m5OuHQnT265QfWPixVJom/B7yxIH8mMzDcYULCBk+o2vOa1iHc8P2W5y3DOK5vSiGim6D9niXEqzU2WlgVwzA3NGv5uGjKUASSpwvDTx1fq3KO1hpHk1oyO0YtQGsrHE+X4tuZ642H4xP2FV3xp1fkivxboOo1DEbsPxcWNN48rmj6IosVjGI6vxZhw+uZxpYsX9Z6diS4rifi/LD38FRpnWj//IfkZSVZjpKzR7YlXKMrP5chflmmzK0PPBx6jRYdufLtgBueOV60Acw13HhUJFY0QopUQorUQojWgu+Vnmwgh/rrhMnbra2DZfpL529vmN7gQIhD4DhgqSda3N4QQI4QQR4UQRzPSqh7IWF0ctaboigpZ/P5YCvPzGPPxVwSElmYzqqxISb56njM7f6LFvU8S3MD2DrfJaODQiinIFCq6vPyZzexLudcvEP3teJQeAdR9aQkqT8sYhhKkjBj0a4ebg+b7vI2i1wTEjUr21q5DmR1D0F/jQDKR0GcuxS62H7QBpOSL9Lj4MVnOtfm7wSQkUT4NckYlf1fVpV/uL+hQEamyFG6OUh1LipCMdIqcR57an1NhQ+yO7ZFyhGyfVkhlXDFKijrK08wPFkYfy+twK0oAow5lQEOb68iNOorGrw5Kl4rDGWIObETr4Yd3RIsK+5Yl9sJxIk/spcMDQ5DbSQrhCCaTiflTx5OTlcnEGYvw8rW7L/L/BiFEkBBivBDiCHAO8/3AekGeGiqNSq1m0POjeHLk6xzc+Qe/fLu4Uud7B4QS0awdR3dusilyarfpTWF2OimR5S0kMrmCgGb3kHxmNyaj/qb7lxACbd0uFEbuLxenIoRAEdISedJpbsVwYzNJkZdYzo3s5nXqMtErnDHJSwWKLbFSN+cwalMBUX59bV63v5vmHxEsWlMB43M+ZVjeUlLlvix2fZURPiuY6/4mSYogopT1+MPpQRa6j2eM91d84foanqYM5uumMdM0lxZO6bctviWgOIaw4iscdancJowk5OwPH43GkEOzhPUW7fH1h5Dn0YDwk3NRFGfdPK5v9jjGwFao93+OKCgtWKrs9grC1R/dtplmC9yNwowuYc3wbfsQyft/oCjtusU8nrWb4tOwA+e2fo/RUHF9mMA6jQmMaMqBLT9WKwOYEIJXp3xGQEgYcyePIT7mrtm7rsEOFQmVRGAOMBv47MbPs8v8bBNJkvpIktTUymsDkHxDgJQIkRRrYwgh3IDfgXclSTpoZ64lkiS1lSSprZfPf+Md5qhIMRmNLJ/1DnFRFxk2aSYhdUofFisrUkxGA7tWfoKTmxcdHhlpt++lbd+SEX2GNk9NQuthPSgyPzmaE4tfRq51o87QhShdfWzPfXUf+rXDQVeA4rEvkDcdYHd+VWYkwdvMmU8T+swjSWFbAAFoilLpdX4KOrkT2xtPw2DD7aAiquv+VULDotO0LTzAFrdBZCqq9hlzZC32rCktUn/HK/8qh+qMwii3faNU58WjyU8g2996jRN5+mVMLgFIGneLNkOyWcQo/a2LMZNBR36suX5KRdaUgowkEs/tJ7zLQGQ2au1YQ5Ik/vpuLi6evnR4wFKQVZZtv67h/MkjDB03mYiGzao93p3OjY2dncAuwBt4EUiUJGmaJEln/tPF3YU8+NSLdO37EOu/WcDh3VsrPqEMrXs+SMr1q8RfvWi9vWsfZAolMce2W7QFtOiFviCH9Cvla3c41euKqTCb4rjyb7UspCWy7OuIgvJxGoYbbmGKfLMTxK1iRa3LolhlWQjSmlhpnLmDfIU7Ma6tKqxcfzvFSpghho8zJ9Cu+CCrnJ/nA4/p7NL2IVfmZrW/JGT8rb2Hcd6LWOs8hGb6U3ya8RoP5f+M1lRQ5XX4u2lAkuievQkDCo649bbez87vJt2lPtHe3WiWsA6lLrt8o0xBVJtJKHQ51D5dmjUuObeYoh7vgLEY1d7SrF5C5YSy1xtI6VEYjq0uN1RI31EIuYrYTXOsriOi1xAKslK4etCx+iat7n2MpNgrxFw44VB/Wzi7uvHmzK9QqtTMmPASackJ1Rqvhv997AoVSZLukSTpHqA/ZsGQdeO18caxqrIRKMkv+zxgkf5CCKECfgG+lSTJcuvgDkSSJNYv+ZRT+7fz6IgJNOtQ6rdfWZECcHzzd6REn6f7MxNQO7na7JcVf4WzGxcT0roPoW2t72QV56RxYtFIhExGxNCFqNyt7zpLkkTqrq8xbHwT4RGK8qlvkAWVf/i79Vq0iUcJ3joGSaYk4d7P0bvXtntdckMh7Y5PRmUsYEfjDyhU2xZM/wZySc9TWV+TIg9gq+vAik+wQnUFk1afRbfElSR4tCbWx9KN6lZrCkCWX2nSAe8yAkiedhmjt2V6aS9nNfrkS6BQI/cOs7qOgmtnkPTFDhV6vLrP/Gddp7PjcUUAGZcOcf3iCXo88TIqteUObmVIS4rj+y9n06J9V3r2f6RaY91FLMT83f+0JEmTJUk6jR2rdg3VQwjB8AkfEN6gCd9+/gkmY8WpXUto2a0vQgjOHrAUIgBqJ1eCGnck9th2i51q38adkSs1JBz7AygVGJqITiBXkn+ufFFIWajZdUt+7UC54wbnQCSZAlXGlZvHyooVuanYZhD9rWIlLO8kkW6dkITZSuqIWKmWYJEkHs5fzycZE9BKhXzo8SGbnAc57EKsE2p+cX6c17wWc0LVhiH53/Jl2lBezllAff1Fh2NYAFRSMU3yD/F63Hi65vzOMdeeVt3fHOFY6POojAWExm+xaCtwr0tC/SH4Xt+GU1bpeyZ51kLXZijKqO3IEkrFgiKiO/KI7ugPrUAqzL5pVVG5+RLc+0WyLvxNbqzl/oVvw454Btfl/I4fHFpz48790Di5sGdj9VMM+wYG89asrygsyOP9V57mWtSlao9Zw/8ujqYnXgk0Aj7HXCSsMeaiYVVlBnCvEOIK0OfGzwgh2gohSqLLngC6Ay8IIU7eeLWsxpz/GI5aU/ZuXs+uDavpNegZeg16tvT8KoiU7OTrHPrlK+q26029Draza0mSxJHvPkTp5Eqbp9+2GpcimUycX/kWxoJswp//HLWP9YdUSZLI/XMmxn2LkdXvjeLxxQhX+240zjE7CNz5JnqXAOL6LULvFmr/9yUZaXX6I1xzr7K74TtkulQ/treqIkEu6WlbsI8JqVMJMCTwg8cwDKLyYzk6vy1rityk4/6Y2SiNhRyMsB1AX4JH8mGKtX4UuVjJ2qUvQJYVa9XtC8CQdBGlb12EzLq7VW7kQZDJCW3S0e4ajAY90ft+JaBRR5x97FvPyp2n17Htuzl4BYbRunf1hIXRaGDN3CnIhGDEmx/+vw2et0IgsAaYLYS4JIT4ELCdrqmGaqNSqxnw1ItkpCZx9phN5wALnN08Caxdn+jztjMs1W7Tm9zUONKvlbe6KNROBLTqQ8KxPzDqS+8xcq0rTg3vIf/Ub5jKHJcFNkN4hOB09Y9y40gKNYX+rXGKKx+YXyJWCrQBOBUm3QzUvpUSsSIkI86GLHJU5S36FYkV81xVECySxHN5y3gqfxVH1O2Z6DWfC6omFZ9nhWy5J7PdJ/Gu5yz2arrTsXgfH2ZO4pu0Z3gn630ey19L8+ITBBriCTFco5Y+mnB9JC2KTzA473umZb7N8tQhjEycipsxnTW+r7HGz7GiztbIdK5DulMdgpJ3W21PqPckBoUTwZfLW0n0zYdg0nqhOlI+vbCy8wjQF6A/UT7mxL/zE8i1biTutnzcE0JQr9vDpEadJjPOSmzTLag0TnTo+xgn9/xhM+12ZahdvzFTFnwHwLRXn+HssQMVnFHDnYqjQqWpJEnDJUnaeeP1EmAZpesgkiSlS5LUW5KkejdcxDJuHD8qSdLwG/9fJUmSUpKklmVelnkY7xASY6NY/9UsGrfpzCMvTbh5vCoiBeDgT4uRyeR0f3ai3X5xJ7aTEX2G5oNeQ+NqPaYg4cB6sqKOEvTgBKuB8yXk/f0VBcfWIWvzNPL7pyGUljeOstfjGrUZ//0fUuTThIR7F2B0sp2Hv4SGV5YRkHqAIxGjSPC0LEZYVSojVrwMqQzMXsMniaN4KWMursYs1noM46y24uKGt855O0TKgKsfUSfnMAcixpLlXNvuODJDAR7Jh8gI7GpV0CiSziCQMPg3Lz+/sxrJqEefcA5lsO0/7ezzu3Cp3QqF1rYFDyD24G8UZCbZzSxnjYM/f0nq9Sj6DZuEXFG9Z+eNKxZw4dRRXnx9Kj7+tusK/X/jxvfvl5Ik9QB6Y7aSJwshLgghPv6Pl3fX0rpLL5xd3dm95edKnRfepDUxF05gNFovENimRz+EkBFzZJtFW2jHh9EX5JB82hxcXSIuXNs8gqkoh4ILpZYaIQSKJgMwxR7Bh/I1LwpDuqDKjkaRWz74299Ni8wrHIWxEE1xGrbwc1OjNeSYC0cqrATROyBWzPNpHBMtksSQ/JU8ULiJzdoHmec20aabl8MIQaSyPkvdRvOy93IWuI1jv7obHqYsHs3/kXezpzEvYzSzM8YyK3M8MzIn8E72NAYW/IRGJrHT4xEWB37I9FrfcMD9fkzC+maQo7+LaO/ueGWeQV1smVLZqHIlJfwhvON2oM4v4xql1KBv/QKKhGPI40sTKsh86yKv2xPDiR+QikozecnVTvh3eozMczspSrWsX+LRoi9ypcrhoPruA59Bkkzs2bjKof4VERbRgGmL1+LjF8jMCSPY86djtWlquLNwNEr1uBCiY0mciBCiAzX59gHHrCl6XTHLZ05CrXWyW3XeUVJjL3H54J+0HTAMZw/b8RImo4EzGxbhFhhO7U4PWu1TlJVM5MZ55piDNg/ZHCv/6I/k712KrMmDyLuOrnB32u3SL/genUdBYDuSuk9HUlT85RucsI260WuJCR3ApUDr660O3s4qMvMKcDXl4GbMws2UjasxGx9jCn6GRHwNSfgZEnEx5WFCcEbTht3O93Fe0xLJRqpeW/PcDkpESt3sg+yvO45LQdbfn7LzeSbuR2bSkR5SWkunrNuXIvE4kpBjCLCM1dAnXULSF6EKs56UoSjlKsWpMYR1f8ruuk1GPee3fINX7SYENHG8yGPC5ZOc2PIdrfs8Sv02lc8SVpaT+3ewbd1y7h34JN362v5c/39GCKHBbLnuClwDDgL/TsXS/4eo1Go69OzL3q0bK+5chvBGrdj32xqSr0URFG65keTs7k1go3ZEH9lKm0fHlPtu9m3YAY2HPzF7fiSoTT/ALC6SardD4RlKzqE1ODe7/+Y58qYPot+3GMPJ9fh1f/WmG1B+aDe8j8zFOWYb2c1eKDd/oZs5GYxH9kWSNLbvR4FOZqFVUjvlVvxdNSTnOp5Q1J5Y6Z/+Lf0KfuVv9wH84fMK/kKQnFPdZKWlFMm07NX0ZK+mJwAaUyF1DZdxN2VhRIFRyDEio1hoyfVqQrHMsRhLR0UKmNMVt72+At+0I8QF97NoT6g7mIDI9QRErSe2+ViScwrxd9Oib/wwypPfoTy2DGNw6WagsuMwjJG7MJxcR0rHYTctYf5dBpP49yoS935P+KC3y82hdvEgvF1fruzdQJtHXkXtbF8MegeE0rzzvez7bTVdBzyNp2/1N5C8/QKY+sX3zHl3DIs/mkRqYhyDnn+lxoJ+F2FXqAghzmD2XVYC+4UQ1278XAuwHt1XgwUbls8n7uolRk1biLtX9eMtDqz7Ao2zO60feM5uv5iDv5ObFE2XkZ9ZDWaWJInL6z5CMhkIedh2uuLC81vJ/XMWok5X5L3ftP8FIEl4nP0O79PfkB/SlaSuU6FMMUdbws4j6wLNz80mzbMF5xq+CoUV+/56uajtZv5SGwsILo4kuKj05a23LGhmQpAh9yFVEcAxbSeSFUGc0HYko5JB81UVKNasKTKTvpxIuRjkWGyMd/xOdBpvcr2tB40rEk9g9G0AytIbp5ezeX79dbPfsjLEuodl1tntIAS+ze0XFI05uJn8tHhaD67gs1IGfXEhfy2ZirtPIH2HvunQObZITbjOt59Npk7Dpjw/9p1qjXWX8y2Qi9mlF+Bp4I4oqnun4uXnj664CKPBgFzh2D5hQK16AKTERVsVKgAtegxgy+LJpMWcwze81CIqZHLC73mGC7/MJiv2HB61zK5PAR7O5HV9gfRNH1J4ZS9O9bsBIPMIQV6/D4bja1G2fw4/NzdScooxuIVRGNAG94vryG7yDJRxDc31bYVO4029pC0k+XezeR25miAKlJ6E5Z3khI/15CuVFSvW6JW5jn6Zqzng1peffEbdtCxbEza3S7wUybScVZXPbPhPp1rO0ZhdajVF1i1Zeq0PmUFd8b22lWtNR5VmgFRo0DcbjPrgQmRplzH51AdA5lcfWe2O6E+uR9F2CCV7FipXH3xa9iPt6G+E9nvVwpretN9zRO7fxMWdP9LiweF215ySU8yDQ1/n4vG9fPP+K4yZ/T1qTdUS5ZTFycWVSZ8tYemsKaxftpCUxHiGT3gfhY3spjXcWVS0TfwgMABzZfhwoAfQ88b/77d9Wg0lXD59lB2/rKLHQ0/RrEP5XeKquH0lRZ0h9vQ+2jz4gt0Aeslk4vzmpXjVbkJwK+sPlhkX9pJ+bjcBfV5G7WU9VbA++QrZG95DGdoSRf8PbcYugPl6PM6twvv0N+SG30dSt2nlRIotlPpc2p6cSpHah2Mtp5LugEixh8aYx4PJS5gcOYTh1ydzf+oKQgsvk6iuw3bvJ/nVfxSrgt5mpu90JgcsYEzw97wbuJh5vlNZ7TmS7a4DHBYpJe5dt1OkaAw5DIqaSt3sg/wV+qrDIkVRlIln0kHSg3vCDQtQWWsKunzkKecxBFq3mOhijyL3DEHuav3as8/txK1Wc9Tutl34DLoizm9eimdYIwKb2X5ouZV9a+eTnRLHw2Omo9Zar4DtCHqdjuUz30IIwfgP5qFU1dyo7NBUkqQXb3HprZoTfw0OoVTd2BTQOf7d7xtcC4DU+BibfRp27odMruDqQcvg6trdB6PQuhL5Z/nignW6P4HCI5isXV+WC8RXdhkBxbkYjprjG/zc1Pi5qcluMgRFfjLOMeUD+yWZktTwh/BM3EOIItdqCmMAhIw4r07UzT2MkGwnFPB31VTKslCWjjl/8nD6Nxx36c5a37EVWsIddiWrJFUZr7LX7OXpgUGuRa3LsNknJex+lLpsPJLKx2/oGz+MpNCiPF2+WryyzdNQkIHxYvnsdP5dn8SkLyL1sGUdFJ9ajQhu2pmzW1dhcOBz7Rtcm+femkP81Qusmf12tdIVl0WhVPHyO5/w2LBX+XvLL8ycOJL83KoXmKzhf4eKsn7F2nv9W4u8UzEa9O3P2zgAACAASURBVPzwxUd4+wcxaFjVA+fKcn73BhQqDU17PWq3X2rkCfLT4qnfe4jNXe2r21eidPPDt5P10gmSyUD27x8g07rh+dhnCIV9rxDn2B14n/qa3Nr3ktLp7XK7bvZofHERKl0mx1pOQa+yTJnrKEIy0j7rD96IHknHrM0cc+/D8pCpfBTxHZ9GfM3q4Els93mawx73c961E9lezTG513I4QL6sKKmOOCnBQqRIEg0zdjLs3HDCck7yR63XuRZu/30uu4Za574EyUhSHetB6KqobQiTAX2dUuFaYk0xFeZQfPUg6nrWK8gXJlyiKOkK/m3s709c2bmW/LR4WjzymsPWlMsHt3Jm+zo6PfQ8tZtUnE3MHj8u/oSYS2d5Zvz7+AXar9NTg9mlt+SHGpfefx7FjZpAer1jCVgA1Fpn3L39SI23fcvVurhTp1U3og79YVH8Ual1IbzHkySc2EZuQmnQs0yuJPS+UegSzlNwYUfpcb8GyOvdg/7oKqSC0odgl8a90bmF4XFmJdwyR0qdR0CSCLxifvC1JVaue3VCY8iljf6Y1fayVPbBvXH+YQanfM4FbWu+859oUXerwvnKiJYqCY3qnFtFYaZXuqK+NUVxGbL826NTe+EXWz5BAmo39A0eQHFlK6LMeywLa4fwqYv+2GokU+mGoXNQA1zDW5O0/wdMVuqmNO8/jMLsNC7t/smhdTfp0JMBwyZwcs8frP9iWqUy4dlDCMEjL4xm1LszuHj6GB+MeZacrMyKT6zhf5rqBUvUYJedG1aTGBvF46MmodJUL80qmN1jLh/cSt12vVFVsOsce2gzCrWW4BY9rbbnJ0aSF3UE746PIWwU1Cs88QuGxPO43jeRLMn++uXJZ/E78AmFvs1I6fjmzR39slhz+/JLPUhowlYiw58mx62+3TnsEVZwntGxr/Nw8iKSVbVZWGsuvwaM5opzG/IV9sWPNQFyu0XJrdwqUlx1KQyKmsKD0TPIVvnzXaOFnPWxXRTtVlzSz+IXu5nEuk9Q5Go9a5vq4m8YPcMx+ja2aCu6tANMBrRNLH2dAfJP/45MocK/te2s5LqCXC7+sZzApl3wb9TBoXVnJV1j5/LphDRoQZ9nqifm925Zz74tP3HfEy/Sp+8D1RrrbkYIcUYIcRpog9mlN0YIEQ0cAG5fBosaLEhLSUSl1uDsWrkNGQ/fILJSE+32ad7rEQoyk7l+ao9FW50+L6DUunB23YxyO9g+7QaiDahHxp+fYdIV3jyu7D4W9IXodpapoSFkmDq/ijrzMm6XyycEKHYJJq1WfwIuf48m5ypgXazE+nQjw6kO3a7MJFRbaNF+K44+wNcpPMuwpOkkqMNZHviuzTiYynCrcCkRINaOV8ciUxWR4uemRlOUirYohRyXcNsdZQrSQ3rjkXwQuT6vXJO+2RMIkx7FhdIAdCEEynbPIqVHU3BpV7n+QT2fR5eZSNqxTRbTBDXuQGCj9hz/ZSFFuY4Jg3see5Fejw9n329rWDZ9DLqiij8PjtKt70DenPUlSXGxzHpzJEWFVa99U8N/T41Q+YfISkvm91WLadqhO8079rwtY0Yd3YG+KJ9G3e0HBxv1Oq4f30Zwy14obNShiNrxPUKhxrvdIKvtpuJ88vYsQRnaCk2je+3OJ3ITcf5zIkatD0ndpzvk7gWg0OfR/NwcclzCiYyoemG/hnmHeen6OzgZc1kd9CZfh04nSWPny/s/pqxIkZn0tE7+haHnRhCWe4odISNZ3XAeaU51KiyoeFM8SUbqnJxDscaXuIYvlLaXnSczGkXKWXQNHrzps11iTQEoOvcncs9QFIGNLOYx6YtJPvY7Ps16oXS2/YB1aeu36ApyaDbwVbvrLsGgK2LroknI5Qoef+OzamX5ir54mh8XfUKj1p0Z+srrVR7n/wk1Lr3/x95Zx1dZ/v//eZ+udXezgMGYjO4OUUJKRUEsSgXFQMVABfWDgoKEiCJIKaXS0t09mgXrsd7Zzk7+/hgbjDVh/L7n+XjsIZ77uq77uu+d3ff1ut71D5GScB0P34B6J1Sxd3YjN6vmlK4hMV3QOLhyfc+vlY7JNQ6EPjqWzAsHSD+7q/xzkVhKwBMfYspLI2/P97c/dw5E0mIEpnN/YEo4Uv65MaQnRp+WOJ2Yg1hbsU5zQtQEzGIlAcenl6cqvlusmERydoZ/iNyQT/tL03C1kVVbxb6M2lzBvEuu8lLqFHIkrsz1/ASd6N5dR2vjgbuI3aMlBUo3+QDSXVvV2O6md2dEZgMOKfsqfG5x8Mfo3Rzp+dVgvp1RThzaBcHOm6xdCyuIWruwNmh8I0natgDTHaI2Pb8YQRBo/fRk9MVajq3+hrogCAKPjZrEwDFTOH9oB1+/Npi0hNrTHNeVyGateeXDr4i7fJ5vPpiAsQpLkJX/Blah8pD4/advMZtMDB799gMb89yO1di7++EVWnOa3IxLRzAUFeDXvOrdcbPJQM7pzdg37oZEVXXsbPGptZi12dh0qd2FR7VrKhajgdSO0zAr6h6LGxy3HHlJDqcbTcIsujeLhcaYw9CUL0hRBDHLfzbnbKpOy/tvwFEjLxcpgsVEw6xtjDo/is5J80jWRPBjxAJOuA3AIojrLlIAnws/os67QkLjsZhvBck73WWxkZ9bhUUkRh9S+TthzLmBPuEYioY9qvxdGy7twFiUj0fL6gs3arNSuLR9KT7NuuPgG1bj3AEc1TL2L5lOevwl+r/yGXbO95795WZqEvM/eg07RxdGvj0dkbh+Lh//17C69P5zJMdfxcuv/rWh7JxcybuZVqM/v1giJarbYK6d3ENeWuVfo3+Hoajd/Dm/+ssKdVVsAh/BOaY/+QeWoE+7XThP2uoFBHtv9Fs/waK/tSMtCJR0eh9MBryOToc7Ch4aFY4kNh6PXcYxXK/ftrjcLVayNSEcDXgZ/6w9dLr4IaqSzDrdg6oW9b66S4xOeZdikYY5ntPuuYDiP8G9ihRXWzlYzHin/kWx3IWCWmqNFTo2RKdyxzmpctFQQ6NBiLQZiONu12MRRBKkzYdjTr9A8dUDtz8XBHz7vIohP5OUnT9WGsvBO5iGXZ/k4q7fSLtcfd2fu2n32FO8OHUBBTk3mTF+AHt/X4rZfH9xqmU80rYzz02YwqlDe1g6+/MHMqaVvx+rULkPqstglZGSyJEdG2jfdwjO7g/GT74oL4vUq2cIbd0ToZbduKzrZxEEES4hj1R5POXKOcz6ImwbVJ86VndxBxK3UGRekWRrqw+QE6edQZpygpzGI2utOH8ngtmAT/Jm0l1bkmdXfe2W2miZuxGJxcAqj4mUiO8/e8jDotyKYjETmr2bEbEv0Sv+fxRLbFgd/Amrgz8lX+5e2rYebmbON7bhfXExGb69yPKqOmmCKPsasgvr0Yf3x6JyunWO20JGu+8HEEtRRT9Rqa+9XCB+yzw03uE4NKi6yKPFYuH4ss8QBIEmA2t333LSyNm3ZiFndv9Bx6FjadCs6riYulCQm8W3k1/CaNAz+qPZ+HnUXqvHipV/gvzcHG6mp+IbVP/nnbOnHyXFReRn17yoj+75JFK5ktNrZlY6JhJLiRzyLtr0eC6s/brCMd++k5BoHMhe/RZmXamLkCBVIOv5AZacG+g3f1Qukiz2vujbTEASvwfvCz9UGCcjaAC5bi3xP/45dqm3C0TeLVbOeg/juN/zBGTuYPCRIXTPWY7EXHsgdpl1xdGQxtPpXzIx6TX0gpw5np+RK61flsZ/ivtJFlAqUiw0uvANLlnHuBowtPaNOUEg27MDdpnHEQzaCodMfm0x23ojO7WkQsFOcXgvBDtPcrbNwnJHPJJNQFOconuTuvMntEkXKp0quv8YbF282TZzfJ2KQJYR3qw9b879neAmLVj93VTmv/c8uZmVM3TeC10eH0L3AU+xbe0yEq5ak9X+F7EKlfuguriFzcsWIJZK6fbEyJr7V1PkryriTu0Fi4WA6I61ts1OiMXWI7Baty9t4mkA1H5Nqjxu1uZgSDqDvEHtC0j56V8wy23JD65fTIB7xgHk+lwSve+9XorUpKNV7kYuaFqQJfO653EeJndaUVyLrvDUxdfoG/cZFgTWB77H0rDZxNnF3OGOVbtIKfveabLOEXR8OvnOTbgePal8jArfK4sF5YGZWGQadM1eqDSWMfsGxWc3oooeWCnbl6NaRuqhteiyUwjsPa5ay9qNY1tJPbefyMfHoXas3jLipJHjpJFz9eR+ti/7hkbtetNh0Mu1Xm91lOiK+G7KeHKzMxk7dQ6e/sH3PJYVKw+b6xfPAhAcUfVztyY8/EtTFKclXKmxncbBhTZPjOby4W1o4yrnRXCNaENAxye5vuNnMmJv75ZLNY4ED/8KXVYShZs+LRclYr/mSNuNw3RhM8Zjt4v0GZo8iSGiH7Ij8/FM23nbfUsQcaX15xTbBRG67/XqxYogcMJ/FL/FLCPJsTkx8fMZc/FZuub+invRpWqzgqkMuXRL+pb3El+gaeFettsP4gufOWTK/huJM+5VoEiNWnyyD9Hw4mw6HHiOoIRfueo/hOv+Q+rUP8ejDSKzAWXK0YoHRGL0TYcjzohFnHz7mCCRIW03FkPGFQpPrK3Qxf+xSUg0jlxb+QFmQ0VxKVPZ0HPSAkQSKZu+fJGCzIoFQoHy2jx3Y+vowosfL2DQ+A+JO3+Cz0f35fS+rVW2rS9PjBqP2saWpbM/f2BZxqz8fdS14KOVOlJmTenU7ylsHZwe2LhxJ/Zg4+SOs09Ije0sFgvZCefxaFR9alhtwmlkDp5IbavegdJd3QtYUITUXHRPlJuANH4PJdEjsEjqlyzAN+lPihSuZDjfe+xuo6wtKE0F7HWsOs7mn+TOOBSZSUvb5MVEZf5BscSOTf5vEOvYuVJWmnqJlOxYwg6+hV7pwqUWn5bnyL9b/EoS9iJNPkpR6wlYFHa3znO7TeH+hSCWoG5ZsSaPo1qGSa8jftsC7AKicAyv2vpWos3jxMovcPCLILhT1S/NO+eUm5nK6plv4eobzGNjPrrnolwmk5FF094i8WosL73/NQHhTR54wgMrVh4kV2PPIIhEBIbWPwO0h19popHU+CuERtdcRLV535Gc2raSbT98wnMz1pF9V4xyxIA3yLx4iJOL36HDu6tR2JbW9rINisGn12vc2DADm4BoiBoEgKTlc5jTzmHY+TUilxDE/i1LXcA6vo8oJx75X+9jtvXE1b0xGfklmGQ2XOg4l/BdYwjdN5GrLT8j26cLUCpW0vNvTyhf6cNfDafjkXuC5tfn0CJuDi2AIrEtiZoodBINADb6m9jp07DXpyKymDjt1Iu97s9SIHOl+D7rrjx0LBbUxhyCxZnYpSej1GejMOShMOYhNxYgNRUjWMwImBEsJgSLGdGtf4ssJkQWIxpdOiLMmAQpOQ6NOBc2nmv+g+vs5lzgFIlRokKVvJ8iv44VjhlD+2A++j3S4z9i8m5e/rk4pDNyv0fI2T4bVXhnxGpHACQqWwIHTeHSD+O5seU7/B6dUGE8W1cfek1awJ+fjWDTly/y6OTFqOzrVj9OEATa9BlGg6hW/Dz9dX78ZDztHnua/i9Nvi+XXo2NHQNHjmPxrE85dWg3TVt1rLWPlX8PVovKA2bryh8QSyR0fWJEndrXxapiNhm5cf4w/lHtal3Y6fIyKSnIwdGvclA0QLZWT3HKRVQ+jao8DqCPP4pI44zEPaxGty/Z5U0gElHSsLLLUE1IjFpcsk6Q5Nkd6plC8k4a5OwlQxlIoUvVBQr/Ce60oGAx0+jmFkade46mmb9z2qUPixou5LxTtwoixVEtq7tIsVhwjfudhnvGY5JqiG37FUZ51QHuotxEVLs/w+QYhD5i4K1z3f6+6ZPOoDu7EVX0E1XWTkn46wf0eZkE9Blf5ffOYrFwYvk09No8YoZPqVBUtMx6cuf3W19SzMovXsVkNDB40tfIqrH41YbZZGLJV1M4e3g3g0e/TeNWnawixcq/nhvXL+Pu7YdCVf9gb429I04ePsQe3V1rW4lMTrdR73PzxlW2LpxaKVhdLFPwyKgvMRYVcHj2yxiKb2eD8ug0CodGXUhYPw3x1e242SoRBAFZ76kITv6UrHkVU+KxshOh6/M1FpUzyrUvII7fV34uo9ye2I5zKbIPpcGBSfid/B+CqTSYuapsYKn20ayP/oGlLf9gR9iHXLFrg1vxVYLzDhGUdxiVMZebCn+OugxgQfiPbPSdRIGs1M3zflypHigWCxpDFoEFx2mZuZrHbszguSuv8GbsICZceJq+5ybQ/ur/iElcRGjGJtzzz6HU52BBwCSSYRCrKJHYUSxzokDuTp7ShyxVEBmacK4EDWd/82/Y2G0L+1vM5lrA0Coza1Y7NZGEfJdolKlVZB8XyzBEDUeSchxx0h1WFUHAqc87mEu0ZG2YXqGLfWhrXFs9QdqepWSf31VpSEefBvSYOIeinAw2fj6K4vysOs8VSmutvPrVcjr0H8He35eyYtZ79x230uXxIdg5OrN/24b7GsfK34/VovIAycu+yZEdf9KqR/8HUoG+jNy0Gxj1OtyCqhcXZRTnlvowqxzdq21j1OYgsal+fubCTMT2XrWKIlFeImYbr9K4h3oUrxQbS3fUdIr7u0d6sRKZqXSs2qrUP2zuTjesNmTRK+5L/AtOkqwOZ03wJ6SrK1vD6hqP4qSWITIWEXjyf7jc2EauawxXmr2PUeFwu80dcxCKslBvfBUQ0HafBmJJBZFiLtGSt/49xLbuaNq/WGlOBTdiSfzrB9xj+uIQXLXVK/HoZhKPbiHy8bE4+IRWmsOdmM1m1s6aTOr1Cwx751ucPf3rdN1VjfPLrI85sv1P+j4zjg59h1pFipX/BKk34vD0ufdshDFd+rHll9nkZKTg4OpZY9uQmM60GvASB9fMxzOkCVFdB1VwubHzCafZi19zZO54js5/hZbj5iGSyBBEIoKfnsHF71/g2rK3EMtUuDXqTHo+KIZ+j27585T8Nhb5oO8Q+zyCReVM8RM/ofh9LIo/xlHScTKukYNLLStyO853Xojv6Zl4XF6GbcYJrjd7F61Tw0qWlTKK5c5cc+vBNbce/FmNi1B1lImV+61sDyAzFSE3FSFgASwIWBBZTMhNWhRmLTJTEUpTIfb6dBxLUnDQJ+NYkorCfDsGRCt1IkftzxX7RuQpvMlT+pCn9KJI5oypHsljasuKVlfynaNwTN2HuCgTk6rixpSh4QCkp39Bdvg7ir0WlVtqZK5B2Hd6mdzts9Ge24K60e2U+X6PTkSbeJ7rK6fg5ReMrWfF95tbSFO6T5zDlq/GsGHaSHq8Pg8b55q/t3cikcro/9I7KFRqtvwyB5FIzOBXPq53xrzy8SRSwpo04/LZ2mv4WPl3YRUq94mTWlYeVL/79+WYjEa69B9evzE08hqr1N9MLM3E4uxbe50R3a2dizJz/t2YjQbM+mIkSttqxzBrsxE7Vl2L407EeTcw2/nU2q5SP3Pp/brXTF9laKWOuGtv+2z/E2KlqsryAXlH6BX/P6QmHVt9X+GMc+8qTfT1ESmq3Ks0OPIBisIkEiOeJzl0eIUdtbsr0Ks3TkBUnEth3zmY7XwriBSAgq3/w5SXiuPwBYjkmgpzMpsMXFj+Qanfev83q5xTcV4mJ5ZPxykgkrCeI2u1DO5aMYcLh7bRfcQkQpt1rNN1343FYmHlnE85uHUtvZ96iV5PvmgVKVb+E5hNJtKTE4lqWbM7bU3EdO3H5qXfcmTbWno8NbbW9h2enEDatXNsmf8BLj7BeIU2rSBW3CI7EPXMVE7+9A4nF79L9MjpCCIxIpmC0FFzuTDvOa78/Bqho+biFtqGdJxKxcqKFyhZNQZ5/68QB7bBonGj+InFKDZPQrFzKvrcBFxbv0aG1oxFLCMh+k3yXWMIOD6NRn89Q3rQEyQ1egk3W8cqxUoZrrbyauMZaqK+gsVen0Z47l6cS27gWJKCY0kyalP1RRTvxIyIPJkr2TJPzjqEkSX3xujYgGxVACXSey9eXMaDEikAEr8WcHY2ivSTaAO633VQjj7mRRS7PkF8fQemoC7lh+xaP0vRxV1kbZiG3C8ayS3ru0gqJ+SZLzk/ewSHvn2Jdm8uR+ngVmFYz/Dm9Hx9LttmvcLvHz9Jj9fn4uwXTkZ+SZ2vrefT4zGbTGxbMQ87J1d6DX/lnu9BaGQ0h3du5mZ6Cs5udRdNVv5ZrELlAVGiK2LPnytp3Kozrl5+9e5fk1jJTLyMSCzB0bP23bji/JsAKO2qFiomXT4A4hqEikmbhdSnFncqiwVRXhJGj5pTJVeF6JZQqW5XyVEtI7uajGp3opU6ojLmIlhM5a5Uf5dYqUqgSMwltE3+kWYZa8lUBvBng3fIUlb+LtRHoAimErzPL8Tz8lKMMjti231NvkvFe15BJJj0qLe+hTjnGtoe/8PkWkVxx4vbKT7zO+o2o5D5NK00r8TtP6FNuUyjUTORqip/TywWC8eWfILJUEL3MdNxsK0529rZvRvZ89t8mnYZQKu+z9TYtiZ+X/wtezf8SrdBI+nz9BirSLHyn6GwIA+DXo+T672n4XZy9yasWTt2rP6BqPa9cPOpOS2tSCzm8Ylf89ObA1j+4UgGvPktgU3bVVj8+7R8HF1uOhfWzcRUUkT0qC+RyFWIFRrCXlhA7HfPcGnhywQM+hC35gNJxxnFsIXoVo2m5LdxSNuNRdLyOQSZGt2j3yDb8zmykz8jTjmJW7dPSJeUJjnJ8e5EvlsM3mfn4n51JS7xf5ARNABF0BMk4FbdJdyzWIFSwVKdWBEsJkLyjxCdvZGgghMIWCiQOJIt9+SyXUuyZZ7oxDZYAAQBCwJmQUyJSEWJWI1OrKZErCZf4oRZJK1wzgfFgxQpAHrHEMxiOfKbsZWFCqWxKqbTy5Af/o4i/w5wqxC0IJbg3O9jUucPI2v9h7g+Nbvc20Lu4EHoqG+Jnfs8h+e8TJvXlyBVaiqM6xEWQ993l7Dlq9FsnD6K3m8txNm/8nupOgRBoPezr5GTkcK2FfNp3Xsodk73lt2xLONeamKcVaj8h7DGqDwgDm5dT1FhPl0H3vtCrDqykq7i4Olfp4J4+sLSnSCZpup88uaS0nz4Inn1i0tLibbCLnuVGHUIxmLMSoea21U1h1tVg+X6ulWwrY4cuScCFgLzjlT4vEKcyAOkbNyqxvbJP8WI8y/RLGMtJ1weZ2nYN5VESl1jUQCcVFIck/cQtW043pcWc9OnG6e7/lxBpNwdAyKU5KPeNBFp8jGK2k/G6Nvq1nkrxqXk/f4BEo8INO1uZwErm1fOlaPEb56Ha1R3XCI7VTm3S38tIeXsHloOnYhDLeI55dp51s+Zgm/EI/R58f17Dp7fsvIHtqxYSJteA+n33Gs4P4TfrxUrD4syd5X7zTg05NWpSKVyFk0dh66osNb2KlsHhn+6HHt3H1Z+8gKntq2qtAAO6fkikUPfI+3sbvbPeAZdbmkhR4nanohxS7EJiuH6indJWD8dV40MQe2E4qmfEIf1wLDnW0pWv4JFlw8iCfqO76Lr+SWi3ARUywbifXYugrFULJikGhKiJ3G6529k+3TF/cpKojYNoPOR0fglrkdiqPp67mfBfrdwcNYl0jFtMeMvjmBwwlRcdfHsdR3GN2GLmRWxlCVBX7DB+1UOug7ipFNPTjn15JRjD047duesQxcu27UiQdOYdGUQuTL3cpHyIONkXG3lD1ykACCSYNR4Ii2onImr9LgYfYsxiPJuILn0Z4VDMpcAHLpPoPjqAQqOrKhwTO3ZgJDhn1OQcpVj30/EbKpcWNHBO5g+7/yETKlm0xcvkJVYvzTBgiDQ4+lxmE1GDm2uXNC0rhj0paJXrvz3ljKwUhmrUHkAOCjE7Fi7hICwxgQ1bFp7h2qozn0mLyMJe7faXbEALLcCzqrLkCGSlj5MLYbqd6lEClvMxbWYvqVKzAo7RIV1z3VetgNepPIk1zYE36SNFXK330ldFvQXHTqSqfCna+JsZCZtpeMPQrDUJE6gNKNX14RZDLnyFhZBYGXI5+zwHVPJWlSf2ijepmTC908k9PC7mCUKzredybVm71YImr/7uyK+eQnN6hFIUk+h7TQFQ2ifW+e93c6QdpGcFeMRaZxxGPQVglhaYW7FN5M4/9MbKJ19CB0ypcq5pZ4/wJnVswhq3p3GPZ6u8ToKcm6yYvorqGztGfzGV0ik91Z5fse6paz/cRYxnXozbNx7VpFi5T+H6NbutNlcddrduuLg4sEz73xFRlIcy2a8U6cAYxsnd4Z/tpyAJm3Y+N277F42Exebis+jgI5P0mLMHArT49j7+VDyky8DIFHaEvbCAtzaPkXa7p+4tHA0TlIjgkyFrO80pF3fxhx3EN1PQzAlnQTA2KAnRcN/xxjaG9nxH/BbPxhV4q7yZ73O1p9rLT7mRN+NJDR5FbGhkKjzX9BzR19aHJtEUNxy7PMuINxRLf1eF+4is4EwcSrd8tbx/OVxvHz5ZVpn/EqGwp9Vfu/zbdhP7HF/mnxZ/WuwlImTf7MV5W4MNl5ICqsRKoDJvx0mt0hkxxaCsaI1yiZmMMoG7cne+jUlyecrHLNv0IomT31IZuw+ziybWqUgt3Hxovfbi5DIFWz8/HkunD1dr7m7ePoRGt2WA5tWYjIZa+9QBcXaUjGsUteyEWvlX4XV9esBcHTvX9xMTaLfc7UXu6uNu13ALGYz+ZkpBDatW1E8S3ml4Kp3rsssKaaSygv78jZqR8za2q0dZlsfRHk36jSvCggCCT6P0eT8DBxyz5HjEFn/MQCzSMoW/wk8eXEC7ZN+4C+/qn1XqxIZVbmH1VfUBOQdpVvCTDSGbI66PcF+z+EYRRVfWvURKK7SEnwuLML9+lpMEiVxTV4lLaAfiCr+md4tUmQX/0C570ssCnsKH5uHya1RLJuO6gAAIABJREFUpZgUY+Z1spePRZBrcHxqbnmWr7L5GXWFnF34ChaLmcgXvkGitKk0v4KMRA4vfAdHnxA6v/RpjdYRo0HPyi9epbgwn+c+W4LG/t5Sde/b+Bu/zfuCqDZdmDDlC8QS6yPLyn8PiUSKIAhoC/Lve6wGUa14bNQk1n//OfMmP8eTr0/H3qX65CkAcqWGQZPnsXneFPb/OoeUy6foM24aOpljeRu3yA60fX0Jh+eMYe/0oTQc9CZ+7YYgiCX4D3gfpXsICWs+4dyMfgQOnUaxayTSR4Yhcm+I/o+3KfllJOImA5C1Hw8qJ0q6fYohYgDyXZ/gvuMNdC6NyWv4JFrfjiCSYFC6kBr2LKmhz6DOjkV9ZT0uN4/gnlla38UoklOo8aNQ7Uuxwo0ApRtpZgcMYiVmQYJJJMUkSBFbDMiN+cgNBchNBaj02dgXJ2JflICdLhnRrZosGZowtni+RKxde7TS+nsClN+nh5Rh7GGLFACzwgHxzcqFGssRBEpajkW1/mWkseug7bN3HBJw7vcxKfOHkfnb23iOXoVIdjuDm2+bgRRlJXN54zxsPIMJ6lLZu8TW1Yfeb//Ixukj2TzjJXy+/gONQ91FYuveg/nxk1eIO3+C4MbNa+9wF3k5pTG8apv7jx+y8vdhfes/AP5c+SNO7l5Ete5Se+M6cKdYKczJwGw0YOta14KGt3YyqllEiqSlDxazvvogRpHaEXNRdq1nMtv7Ikk+Wmu7qkhx70TEpXn4J66rVqjUJVYlTR3GCdd+NMtYwzX7lsTZ1e3hdT+WFht9Bm1SfqZR1jZuKnxZFvQ+aeqwSnOvK4LZRHjmZnxif0CiLyA9oC83Ip7HKK/svldBpBh0KA/MQH7xDwxezSjqMhWL0qGySMm+Qfay0QiCGMen5iG286gwR7PJSOySyRRlxNPk5bmoXCpb74wlxRya/waIBHpN+BapovoUqxaLhT/nf0zSpdMMemMGHgFh1batiaM7N7D826k0bdmBN6Z+bRUpVv6zyORyAkIbce7YQQaNuvdg4DI6DhiJQqVh7bzP+Hx0XwaN/4joDr1r7COWSOk99jM8giPZvvhzvn+1N91GvYfbI33KNx3sfCNo/84qTi6ezJllH5N+dg9Rw6cit3XCrfVQVJ6hXPvlLS589wyurYehaD8GsVdjFCN/xbB/HsZjv1B86S+kHcYjaTwAs9cjFA9dheT8GsTHfsRt19sY1B7kRwwhP6QfFpkGBAGtU0O0Tg05m1+MQpeJY85pHHPOodHewD7vAh5puxFbDDSuw70xIyJf4Umuyo94p3bkKn3JsIkgX1n6DtUA2nvIDPZfFihlKaGludcx2NUcQ2v2jMbk0RTp6V+wtHqy3PIOIFbZ4dJ/Kmk/PU/OX7Nw6v12hb6hj44jP/kysau/xNYrBJewVpXGt3Pzpcfr81j/0TB++99Envn4pzrXSPEKLC27kJWWdE9C5eKZ4zi5emDvVH8LmpV/Duub/z6JPXmEy+dOMeLVd++rIFF15KYnAmDnWs/sWtW4VAkiESK5GmNR9a5dYhtXSq7tr9Wf2uQYhOzyxlKrirhuwW1lWdJMEiUJPn0JjlvBTadm3PDuVWX7uoiV/Z7PEpB/lIFX3+e8Y1f2eD+HVvrgim0CYLHgVXiO6Mz1hOSUVls+5D6Ugx5P3bubl8VCcP4R/M7NQ1mYSJ5zFPGNX6XIvnKF9UqFHJOOoNz7BeL8JHRNR5RWnReJK4kUffI5cn+dgMVixvHpBUgcfSrM0WwycmHpu2Sd302DJ97FoUGLSue2V4jYNPdtcpKv0efN+di61lwFet+ahZzasY4Og1+mYeseNbatjstnjvHzjCmEN2nGxE9mIZFaA+et/LeJatmetYu/Iz83B1v7e9/Rh9Ld7Va9BhPcpAVLv5jEz9MmcP7QDgaOeR9VDbvFgiAQ3fNJAqLa8ue3b/Hnt28TErOVmOFTUN1KwKKwd6Xl+AXE7fyF2LUz2Dm1H1HDp+LeuCM2/k2JfGMdSZtnkbbnZ2Sxu7DvMxlVSFtknV9HEvkY+m3TMWz5BOPx5Ujbj0cc3BFj4yEYGz1B1vlt2MUux+noTBxOLkDr15nCoF4UuzcDkbg0bTEupHh0JcWj6+2JW8zI9TkodRmITCXkFxYjNusRWwyYBCklEpsKPxZRzUubmgLtq2r7sPg7REo5JgOy7Cvkhw+utam+6bMoN76G6cJmJI36Vjim8H8EmxbDKDi8HFV4V5QBpenr0/OLcbNV0nTEdPZ+PpRj30+k/Tu/onau/L5w9A6h9fDJ7P1hClt/+Zaez9TNG8XeudRymJOZUqf2d2KxWLh4+hiNHml1z7GSVv4ZrDEq98nqxXOxc3SmS99BD3TcsoVpdtL10v/3rjnDSxmiW7sf5mp8OB3VMmT2HhhyU6sdQ+oRgVmbjTm/5vgTfXB3LIIY2YX1dZpbGWWxKpeCR5DhHEPj81/hnr632va1LfwNYgVLw77hsNtgQnN2M+rcKGLSVpWnQb4fVIZcojJ+Z/iFcQy7/AZ++Sc55jaQhY1+ZJ/XyAoipT7B8nZ5F2l/4nXCDk3GIghcbPkZse2+qVWkCEVZqLZPQbOhdFe28NHZ6Jq/XKVIKTq5luwlzyNIlTg98wNSl6DyecItkbLkHTJObibw0Vfxalv5BeaolrFr4QckntpDh+c+wLdxzVWxz+3bxPZfZhHZrg8dh9SeQrXStapllGQl8f3UCbh5+fD6Z7ORyf8FxdysWLlPolq2x2KxcHD7xgc2pounH6/MWEbP4eM5uXsjn47qztblcynWFtTYz8Hdl6en/kKXEe9w/dQ+1r7bnws7VpbH0AgiEYFdhtP+nVUobJ058t0Yjv8wCV1eJmK5Cr/H3yFi/HJEchUZv4wnY9UkDFmJiFxCkA9biOyxL8BsRL/mNUp+fgrjlZ1YBAFNZE9Sey0g6dElFAZ0Q524E4+tY/H9tTdOh79EmXIYwVRF/KQgokTuRK5dONmOUaTYR3PDsSXxTu244diSDNuG5Kl80ckcahUpZdwZY1LTz8PibxUpgCr5ACKznhKnqotB34nJtxUmp2AMx5ZWedyhy3gkDj5k/fExlrvWGlKlhuajZ4PFwvGFr5fHzd5Ng3b9CW7dlxPrviM9rgZ3tDuQyGTYODiTm1n32Ngy0pLiycu+SVjjR+rd18o/i1Wo3AeXz53k3PGD9B06Eplc8cDTpTpp5GQlX0Ohtivf7aoNkaRMqFTOvFGGzMETfU4NQsWr1BVLn3y2xnNZ1C4Y/Noiu7QBJ2X9v0oWkZTjTT4gxz6cpqc/xTmr+kJMtYkAg1jFXu9R/BQxn0SbJnRI/oERsS/SMvUXnIvjqrUwVYXMpKXhza0MvDKZl88Mo+uNOYgwsdX3VeZH/sIe7+fJl9/2Ca+PQFEWp9MidjrtDo1FWZDA9ajXOd3lJ3I821Vy16uQ1ctsQnZ+NbYrhyC9vhNd9CgKBv2C0avZrTncfulZjHryNnxC/sZPkPk9gtPIn5E4+ZfPtXQ4A7FL3iHj1FaCHpuAX9fnKs3VSSPn0MqvubR3HTEDxxHRuWYxnnT5DOtmv4dveDSPj5ta510rJ7Ws/Cc/J5vpk15CLBbz9hfz0Vh9ia38f0JQeCQRTVuw6vuvyUqv/vlbX8RiCT2fGsfEb37DLyyKjYtn8tEzndjw09cU5lXvwiuIRLR4/Dmem7EOF78G7F88lXUfDCb14u3q5bZeDWj39koa9BlD6slt7PigD9e3L8FsMmLjH0Xk62vx6jEe3dX9JM8ZSNaG6Zi12UjCe6AYtQZZrw+x6PLQr3kN3Q8DMZxcBXoteudwbrZ5n4QhW0nvOB2daxNsLq/DY+tYmv/Zh/B9E/G8vAx1ziUwV950+7sX+Q+Sh5bVqwbkGWdw2f8xevsginzrEO8qCBiDumFJv4ilisQ6IpkSxx4TMWbfQHtuS6XjGjd/Gg1+h9z4syQfq1qYC4JAq6ffRiJVsGfNojpfi1Qmx2io/ybkyYO7AYiMqXmzzcq/D6vr132wZvE8bOzs6fb40Id2jvzUOBy9A+u86Cu3qBhrEioeFMYdx2KxVDmuxDUYJHIMyWfBr+aHmj78cWTxu5HG7QL3uhczu9MF7Gj0p7Q6MoFmJ6dwJPozsh2bVNuvNlewXIUX64I/wj/vKK1Sl9EmZQltU34mR+7BNbtW5Mo90Uk0mAQJJkGKSSRFaczHVp+BU3EiLsXXcCpORIyJPJkbR9wHcdGxEzeVldPw1icORWooIDB+FUHxv2ERBJJCnyGlwZOYpFXHetxpRRGnnkJ5YCaSmxcxeDajuN0kzPZ+t+ZQ8YVnyksld81bGFLOo279HJoOLyOIxBXmazbqiV3yDpmn/yLo8Yn4dnqWu3HSyDm9aTEn/1hIw65DadZ/dI3Xl5uZyvLp49E4uDDkrZpdtaoT9PqSEr6cPIbsmxl88M3PuHnWv5ioFSv/VgRB4IW3pvL2iMeZM3USk2f+iKQOKefrindwBC9+PJ+kq7FsWzGPv1bOZ/faxbTo8QSdBo7E0a3qOEcXnxCe+ngJFw9sZvtP09gwbQSBLXrRfMhENE4eiKUywvqOw7tFX86t/JRzv04j4cBqGg16C5ewVnj3GItrq0Fc/fMbCo79RuGp37FtPRy7VsORNO6PuFFfTLGbMBz7BcPWT9HIZqJv0BtDoyewOASg9e+K1r8rgqEIRfoJVCmHUaUcxv7cXABMYiWFjuEUOEVS4BhJoUMoRrn9fdVY+af4uwWKtPgmoZcWYHN9E0aVK2md/4dFUjcrkcmj9D1sSj6JJLhjpePKBu2RuoWQt/cH1JE9y98zZXg378v17T9zYd3XeDTthlha+drlajtC2j7GpT1rSEiagJ937bVNBEGo18ZjGScP7MY7IBhXz5pdl638+7AKlXvkyvnTnDy0m6EvvIZCVX1g8f1g0JeQev0CER0er3Mf4VaczN3m2DuROXphLtFi1OYg1ThWOi6Ipci8ItHHHca52+tka6t/GRi9W2Cy80V58BucB0Zz01z3tH9lYsUgteFws89pdWQCrY6+wbWAwVwOehazuPqCkECNgiXeLoZ4uxjUhiyCcg8RknuAppm/AyC2VH1vCqWOZCiDuW7Xgmt2LUlVh91XRXkAiaGQgIQ1BCWuRmIoJNOnG4kNX0Kvqr7IWZlIEeUmojg8B1n8bsxqF7SdP8IQ3L18ThWsKBYLurMbyN/2PzCbsR/4JYqwzpXmrC/M5vyPk8i9dozgfm/g03F4lec/vXkJ+5d+TmBMd9o9+26NQlmbn8PSj1/EqNfz7EeLUNtW9L+vi6XRYrGw4MspXD53igkfzySkYfVi1YqV/ypunj688OZUZn/8BvM+m8zzkz5C8YBrOngHRzDyvW9IS7zGjl8Xsn/Dcvb/uYwm7XrQps8wgiJjKv09C4JAeJteBDfryMG133NwzQIST+4istezRPYaiUypRuPqR4tx80k7tZ3zq7/g4MxRuDXuRES/Cdh4BhPx5CcktXyanB2zydu9gILDy7GJGYJty2FIGvVF3PBRzClnMZ5cgezCOmTnfsXk2hBjSE+MwV2xqJwo9m5LsXdbAMRFmZTEHcIm6yw22efwurQU4VYGL53KHa1DGJ4O4dyQB5Nr2wCTWFnpXvxb+DsFishYhCbnEo7Ju3BN2ITIYiSn8UhyI0dikdb9u2Z2jQCxFHPSKahCqAgiEfbtnifzt7courgTdUTX8jiVsuMRAydxcOZzxO9eQVDXyhtiABHdnuTCjpVc2r0GZd8Xar1XgiC6I7tp3SgqLODi6WP0GTqyXv2s/DuwCpV7ZOXCWdjYOdDziYq1JMoW3w+ChNhjGPU6GjWvW2pi4PZOQw0LS4VLqXWgJDOuSqECIG/QgYJtMzBmJ4K8+kU1IjHabp9is+551Fvf5manr0Fc913CsvtVIndiX6u5RFz8juC4FbhlHOR0ozfJta8+Y1RdAu21UifOuPThjEsfxGY9KmMuUrMOkdmIxGJAbDGgE2vIl7lhqOVFVy8Lij4f/8R1BCSsRmYsJMuzPUlhI6uMQSmjTKAIxbkoTixCFrsaxHKKY16iJHIYSG/vhN0pUkx5qeRt/Az99QNIvZtg99hHSBx87mhbOu+CpAuc/WEChsJswp/+DPdmfaqcw/H1Czi8aiaBMd3oNu4LRKLqk0SUFBex7NMx5GQkM3zKAlx9gm6PVY/7tXn1EvZuWc/gUa/QslPPOvezYuW/RuuufUhPTuS3Rd8SfzmWVz76qrxi9oPE3TeIJ1+fRq9nXmH32sUc3rqak7s34hUUTod+zxLdoQ8SWcW/UalcSfuhr+AV8yhHVn7FyfXzuLBjFU0ff4mwjoMQS2V4NO2Ka6N2XN+xhCubFrBzaj98W/enQe+X8Q4MQ+r8JSUpseTt/YG8vT+Qf3ApmujHsW31DFKvxoi9GmPp9DrGc39iOvcn8v0zkB2Yick7BmNwN4x+7UBpj0nlgqRhX+LzS4PqSxfgF9HkXESdcwlNzgWcknfhB1gQka8JIMcujGy7hmQ6RaOT181d+mHzMEWKpCQHZUECqvw4NLfuiTI/HgEzZpGMLK8OFMeMxWh7D1YEsQyo2XqhiuiKINegu34YdUTXSsddwlpi7xdJ8rGN1QoVB88gXAIjuXFmL1F9XyAjv6QO96x+wfCXz53EZDIS2ax1vfpZ+XdgFSr3wPmThzl77ADDx76FUvXwCgddOb4XsVSGf6MYCqr35LqLsodK9X/Ibn4NuA7oMuLQBFQdWKYI7UTBthnoLu2ExjW7tpmdQijq8B7q7e/jfXoOSdH1qydTtqDN0sKZRpNIdetA49ivaHN4fJ2tK1CzhQXAJJJRIKtbdrKqxq8LspJsAhNW45+4HompmGyPttwIH0mRfYMa+zlp5GDUIT+7CsWpxWAoRh/2OLpmz2NR3c5gVtGKYqb4xGoKdnwDFgs23SehajYYQRBVmnv68Y1cXPERUrU90a/8hI1PRJXXevjXbzi+bh4hrfvQ5eVp5YXqqsJoMLDqywmkXDvPkDdn4t+wNF6mvrFal8+dZMnsL2jWtjP9n3m5Xn2tWPkv0v/Z0QQ3bMLcT97i/ZcGM+TFCXTv/+RDyW7n4OJBvxffpvczr3Ji15/sWruYZTPe5o9F/6PNo8No2+dJNPYVN6yCggKxGTeDjGsjOLrqKw4uncbZzT/zyICxBLXqg1gqJ6TH8/i2GciVjfOJ37OcGwfX49u6PyE9XwTPCFyHzECfGUf+gcUUHFtNwdFfUYa0LS0cGNQKaYtnyQkfipB9HemVzUiubEGxcyoWQYTZIwqjf3uMAR2A0rmZJSryXaLJd4kun6ekJAdN9gVscmKRZZzDK30X/skbAMjTBJLhFEO6c3Oy7RphqWHD5WHxIEWKyFiMTdYZ7DJPYJN1HmVBPFL97fgRg8yOQodwsrw6UugQToFjQ5yd6/e+uxNBexNMegT76ksjCCIRcs8ISlJiq23jHtWZi+tnocvNQGFf9Xw8wptzbvNijCXFSOTKOoqVunPp7AnEYglBEXVJcG3l34ZVqNQTi8XCyu9n4ejiRvf+wx7qea6e3Id/wxhkciVOcioUgqyNmlx15PZuiGQqSjLjq20jtvNA4h5OycUdOLV6tkb3LwBDcDd0WZdRnFqCh2Mgqf6P1XmuZZRZVzJdmrO79UIiLs2/ZV05wMWQUaS7tgah+qD9uriE1YX6ihMsFuzyL+GTvBWf5E2IzEayvDuRHDqcIrugWrs7qcTILv6B4tj3iLQZGPzaUdxiDGaHinExFarMZ1whf8sXGBJPIPNvjm2f95Dc8UK5M2j++p/fcGPnz9gFPUKjEV8is6mcutliNnPgly84vWkx4R0H0mHUhzVaUswmE+tmv8u1U/t5bMxHhDXvfE/JJPJzspn5wQScXN0ZPXkaIpE1v4eV/xtENmvN9J/WM3/aZJbO/pyta5bRZ8gI2nTri0pTueDq/SJTKGnZcxAtejzB5ZMH2LX2JzYv+Zbtq76nZY9BleJYXG3lEBRJ77cXkXzuAEd/ncXuBZM5s2ERzZ54Bd+mnZBrHGg0+G2Cuo3g6paFJOz7lcQDa3Fu9iienZ9D4RKA8+MfYt9xNAXHf6Pg+FqKL49D4uCNTbNBOEX1JcsxEH2LMeibj0Z08xKSuN2I43YjPzAT+YGZBNj7k+/RAq13G3TOjeCO55JR7kCuR2tyPVpDBGTkFWNbGIdr1lHcbh4hKPE3QhJWopPZk+LagSSPLuTYhtfocfAgeJCLbOfErbjF/Y4m+zwiixGzIEHrEEa2Z3uKbP0ptvGj2MYfvdL1gV6XKPta6X8daq67IvMIJ//wMixGA4JEWsH9C8C9SalQSTuzA//2VW96eoTFcGbDD6RdOYl3o1Krx4MUK5fOHMcvJPyBu1la+XuwCpV6curQHi6dPcHzb3z4UNOmxp8/SlZKPC37Vo4hqAmTvlRQiGrYmRMEAbmLP7qM6zWOpQjvQuHO2bW7f91CF/My4uzrqPbPwNNYQkpw/VM2l4kVo1TDmUavk+renkaxs4g59QGFah+u+Q8i2aNbtRYWqFpoVCde6i1K7kCtvYFX6na8UnegLkrGJEjJ8ulKcujT6GwqF028GyeVBOm1bSiOL0Kcl4jRNQJt5w8xeUZXalsmUszF+RTumUfR8d8QFBps+7yPssnjFYRp2TUVpccT+8tkChLP49V2CMH9J5UnW7gTo17H6WVTuXpwI5Hdn6Tt8MkINQiGUpHyHuf2bqTr8IlEdx14TyLFbDYz57O3ycvJYurcFdYMX1b+z2Fr78gb0+dy+vBeflv0LT9+PZVfvvuSlp17EdO+Gw2jWzzwxZUgCIRGtyE0ug1pCVfZfkccS3THPnQZ/AIe/g0qtPeObINXw1bEHd3KsdXfsm3WK7gERtLsiVfxatgSpYM7kUPfI7jH8+WCJfPYHzg17oZnpxGoPEJw6DwW+/YvUnRxB/lHVpKz7Wtytn+LKqwjptA+iPyaY3YJQ+8SBs1fQshLQpKwD3HifuwurcH+wkpMcnu0Xq3Qereh2COmUmC4q52SDCGIfJsgrvoPRWLU4pJ1HK/0XfilbCIwaT1apTs33LsR792XEnnVrs/3wwMTKRYLPrHf431pCUW2AaSGDCbPJZoCp8aYJQ85HsdQhPzATFA5IPJoVGNTscoOTAYsxhKEKpJD2HgEI1XZkp98pdoxXAJLM43mJF0pFyrVIYhEmKtJeVwdKQnXadausmualf8GVqFSD8xmMyu+n4mbpw+d+gx8aOexWCz8tWQmtk5uRHWseyA9QIk2D0EkQaqo2SVN4RpAwdXDNbZRRj5K4Z75aA8vxbHX5FqtKojEaLtPQ7XjI5SHZ+OTeYHitm9w01S/F+1tVzA9mc4x7Gq7GPf0PQTFr6TJ+a8IvfIjCT6PkeLRCa26bpmh7keQlCGYjTjknsf15hFcMw9jWxiHBYGbjk25GjCUkoAumGR12Ak1G3FP24PixI+I8xIxOQah7T4dg3+HaoL35VjMJopPradg12wsugJU0U+g6fAyIqXdXW1lWMxmkvet4NofMxFJFTQc8SWuUd2rnEpRTgaHF7xBxvWztBwygaZ9n6/RGmc2mVj/3RTO7P6Dzk+Op23/5+45LfefK37k1KE9PDdxCoGhDe9pDCtW/usIgkBUy/ZEtWzP9Uvn2fH7Kg5u38CeTWuRSKWERzUnqmV7Ipu1wtMv6IFaHd39gnnqjen0fvZVdq35iYObVnFsx+80bNGJrkNeJCAiujyzliASEdiiJ/7NunJl33pOrJvLpi+exyO8Oc2eeAW34KhywRLS80WubV9M3O6VZJ3ajH1YWzw6PotNQFPUjXqgbtQDffpVCk+uo/D0BsyxfyHYuCEO74kkvCcipwAsdt4YGg/F0Hgo6AsR3ziE8fIO1Df2Ynt9E2axjGL3Zmh92qP1aYv51rO3TChk5JdglKhJdWtPqlt7JEYtHhn78U7bTmjcUkLiV5Ds3olrvgPJt6nd8l0bD9KKIpiNBJ78EteEjaT7P8b1qAlQx/ow943Fgnz3NITcBOSD5yHIa04WZMxNQaS0Q1TNmkMQBCQKNcaSomrHkKttEUtlFOVmVvi87Lt3570VS6SYashqWml+RgP5udk43IcbnJV/FqtQqQeHd20h/soFxr3/5QNNK3k3Fw7/RfKVMzw29mOk9bTalBTmItfY1ZrO2NEnlJyTGzAW5SJR2VfZRmzjgjKyD8Wn/0DT7iUQ6hCPI5ZR1OVjTE5BKI4vQpJyHEmb10lzq1wnpDbuFCypHp1Ide+IU/ZJguJWEXptMaHXFpNrG0KKeydS3DuiU9Zu9akPIrMe2/xr2OddwCn7DM7ZJ5AatZgFMdn2jTgfOpoU945onGpPqQiAyYBNwnacYn+5JVCC0XabhiGgQ5UubWVWlJLrhyjYPhNjxhWkvtHYdp+E1K1yzIujWoYuJ42Ly6eQc/kwjhHtCBvyAXI7lyqnkxV3lgPzXseg09JzwjcENqt5x8lsNvP7dx9weud6Og0dR/snXrpnkXL53EmWL/iKFh170L3fw3OhtGLlv0RgaEMCJ33Es6++y6Wzxzl1cA+nDu1hybfTAFBpbAlp2ITQyGhCGjUlOKIxcsX97647uHjQ/6V36P7kaPb9/gt71v/MrInDCGzUjG5DX8Yx5HamMJFYQmiHgQS37suFnas49ccC/pj6NF4NW9G032jcG0SjsHel4cBJhPR8gXNbfiZt33IuzHsBlUcD3NoOxblpL2RuwTj2fAOHrq9QdGk3hSfXUXx0CcYjixFcGiCJ6IkkvBeCygFkGkxBXRGCuhKfW4Ay4zSqpH2ob+xHnXwAyxEJRR4xFPp1QevTDotEUSl9sVGi5oZnd254dkddlERg4lp8U7fgm7qVTIcorvoNJsMp5p7cpx6oSDGVEHrizhs2AAAgAElEQVT4fRzSDnIj/DmSwkbc05zudL+qD9Jzq5Be2UJJ85dR+7eotb0hJxmJQ/VxLECpUNFpqz0uCAIqe9dKQqWMO93AJFJZveqo5OeU1hKyd/x3JFewUn8Eyz3ko/4307jpI5Y/dxx44OOaTSYmDu+DRCrli0XrEImr99+/n6xfRoOBuRMHIAgCo79eg/iOYOa6xKjsn/c6+Wnx9PpwdY3tsi7s58z8MQQ9P6/agHoAY1YCN+cNRN36WWw6ja/dqnIHouxrqHZ9iiQzFoNfO1Ibv4zhXrKPUPmeKnSZeKTtwit1J/b5lwAoUPuRa9eAAptA8jWBFKp90cvsa3QTw2JGrs9FWZyOUpeOsjgdVXEadvlXsM2/ithSunNTrHAlwzmGTOfm3HRqilGirvMiXaTLxfbaRuwur0FSlInJKQTdI6Mw+LevNubGUS3HkHGFgu3foL9+ALG9F5pO41CEd6skQsusKCkHf+PaH7PAbCK4/yQ8Wg6oVrBe37+eE8s/Q23vSq/X5+DkE1LjNZhMxnKR0mHwaDoNHXvPIkVbkM+bI/shEon4fNHah+KP/1/Gz1Fx3GKxNPun5/F3Ehn1iOX3Hfv/6Wn8a0lPucHF08e4fO4kl8+eIDm+NH5ALJYQEBpBaONmhEZGExbV7IG4UJboiji0+Vd2/raI3JtpeDVoQvvBY/GPbFHpmWLQFXFhxwrObPoJXX423pFteWTgOFwCbrsMpdzMJuvkJtL2r6Q47SpSG2fc2z2Ja/P+SFS25e1MhVmkHduA6cIWzOmxIJIgDmyLpNGjiPxbItyyKqTnF5d2sFiQZ11Ek7ADTeJOJEWZmCUqCgK6kh/cF71j6YZOdfVWpIYC/JI3EnhjHcqSTPI0QVzxH0KKa4c6Bd8/jIxefmdm43l1Jdei3iAjsH4eFXdSb6FiNiE7/B2yU0sw+rVF1+t/uNrVPIZZV8iNr3uhDu+Mc7+Pqj339im9sPVqQMxLs6oda+2UwajsnegxcW61bVxt5Xz92hDkShVjpv1Yp8tKirvCm88+xisffkXLzr3q1Ke+BDop/889s/9OrBaVOnJ4zzZSb8QzceqsGkXK/bJ/3SKykuMYNnl2BZFSV7RZqagcarcsqN1LTd269Os1ChWJkx+KiO5ojyxH9chgHG3d6ixWzI5BFPZbgPzMchTHF+GTOByDXzsyg/ujc42q1y7RndYVAJ3ChTj/QcT5D0JVlIJH2m4cc8/iknUCn5RtFfqaBClGqRqDRI1ZJEVi0iG+9SMx6SqdSy/RUGATSLxff3Lswsm1D0encCmfR52WARYziozT2F7biCZhJ4LZgMHzEQo7vIPRp1WN125ryCLvjwUUn/kTQaHBpstrqJoNQZBUFgaOahmFKVe4tGoq+fGnsQ+JIWzIhyidqxaEBl0RJ1d9Qdz+9Xg3bEn38V+hsKnaolZ+P3RF/DrjDa4c30PHIWPoMHj0PYsUgJ9nTyf7Zjofz1lmFSlWrNQBN08f3Dx96NCrPwCFBXlcOXeKS2eOc+nsCbasXsKGFYsQBAH/BhE0jG5Bw+iWhDZ+5J5iXOQKFR36PUubPsM4vHUN21bMY/knL+IT/gjth4zFL+L2mkyqUNG493NEdBlG7PblnN6wiPUfDsWnSXuaPPo87g2i8XR2RNxiAC7N+5N/5TApu3/mxsZvSN62AOfoPri1GYLKPQixxgmvjs+QET0E883rGM//gTF2M6aru0DthCS8F5JGj+Lm6F8qVgSBEudwSpzDyYoeXf7Mtbm+Gbsrv6NzDCU/+FEE/65YpKpKgsUgteGq/xCu+Q7AJ207wfGraHbuM7TKRVzxH0aiRw8sVbhcPayUw+rsC3hcXUVaYP/7Ein1RZx0BNnB2YhvXsQQMYCStq/XKlKA0iD6kkJsmg+pto1em4c2IwGfVv1qHMuoL0Yiq/m7mpFfgkQqxWSsvk7c3ZRlrjSZTHXuY+XfhVWo1AGLxcKfyxfx/9g77+ioqq4PP3dqeieVFFKAUENL6L33JiqCAqKgYhe7vr4q9tcudsBGF6QjvUiHQEgghAAhJKT3Nv3e74/QmZYEbN88a2UBmXPPnMki957f2Xv/dmDjcDrdxoKswuxz7Fr2FS27DqJZx951vl4SRSpyM4jqabt+Ru0VgNzJDW1Bhs2xbn1moU3bTuX2z/Ea9QY+rmr7IysyBbq4yeibDkWdvBTVqd8IOb8Tk08UxTFjqIoYYHenXLje+vayaKlxCeZs5N2cpTaFSKkvx6MqA5eaXFT6UpSGKpTGahTGamSiAZPcCZPcCeOlP3VqbzROAWicA9A4+WNU3pziZu/GXFV6FreMTbhnbr10uueMvvlIdC3HIfpEWr1WqsxHkfgzRUmrQBBw6TwJt65Tb6pDuYyn0sTZNZ+Qtf1HFM5uxE58k4BOwy1GUYozUtg/70WqCrPpMGoGncbPsursBbXNHBfOeZicsycYNuMVOg26s0EiJXHvDnasX8GYe2c6mjo6cFBP3Nw9adelF+261PbY0ut0nE09zsmjBzmRuJ8Ny35i7aJ5KFUqYuPiadelNx2798U3IKhO76NQqug27C4SBoxl38Zl/L7oS355bRrhLTvR446HCLtGsCjUzrQZOo3mfSZwYvMvnNj0M2vn3Etgs47EjXgARVg7BEHAs2lnPJt2pjrnNPl7FlN4ZC0FB37FI7oTAV0n4N2iV23aFpGoej2OsvsjmDL2YDqxFuORRRgP/4wsuDW+rUZSHNQNlJc21IIMbUA7tAHtkHV4DLfzm/E4swb/g//D99jXVESPRN5sLCaXq6mwl4WLJFNyIXgwF4IGEli4j6bnFxGX+hHR55eQFnkf+qaDQLj99sbhJ77CqPIgs2XDbNrtjabIik6j2v85iqz9iO5BaAfMwRg9wK5rjRUFlP8xH5fYvqiDb7a7v0zZ+WQAvJtYv99ftia2hVyhxKDT2LVG4EqavrEOdS0O/l44hIodpCUncib1ONOeevW2RVNEUWTNl6+hdHJmyPQX6jVHdfFFTAYtnsG2CwMFQcA1IBJTsW2hovAKxjVhEtV756HvOAFVSOsr9RP2ChbJxRdtwkNoO0xFdWYz6pSl+B/4gEaJc6kM601lk0Fo/dtYtR++kRujLJcxqDwp9omj2CfO7rmszW8V0YS6OBXXi3txzd6LqjwDSZBTExSPrsujGMJ7XH2QWkCqKsR06EfElNUYJAnnuNG4dZuG3MN8ZEySJExndnFw9YdoS3IIjB9F1MgnUbl5mx0vmoykbpzHibXf4Ortz+iXfiA41naUujQ/m5/fmElZYQ4TnvmQ2M4NE+lVleV8894rhEU2Zdx9DzdoLgcOHFxFpVYTG9eJ2LhOjJv6CDqthrTjiSQd3M2xfTv54ZM3+eGTN2nepgO9h40noc+gOtW2KFQqeoy8h4RB49i04mf2rZrPz69NI6pdd3rf/TgBEVcbVqqc3Wg3cgatBk0mbeevJG9YwMYPZhDQtD2Rgx/EL6Y2gu8a3JTIO14ldOijFB78jfx9y0j/cTZq31CCe92LX8fhFNVICHIFiuheKKJ7IVUXY0zdiDFlNfpNc3BXu6NoPZKy6BFIblfvl6LanYpmY6loOgZ10Qm8Ti3DK3UxXqeWUhkxgLIWd2HwjDAbGRE9+3Iqqg9eeXsJO/ktHU68TU3WEi60uJ/SoLrXWtqL/7lVeBYmktHmMcQ6dJC/EZsiRTQiv7AP5ckVKDL3IKk90HV9HEPL8aCwL1Ik6jUULn8eSTThPcB637T85B0IMgVe4Zbdw0TRhK6qHLWL7Qi7UaxbdER5qampQW9/2rqDvxcOoWIH65f+gJuHJ70GWw9dNoQjm5ZyITWRUbPexM2rfkVf5Tm1ecseQdZP7i/jGhhJ0Ymd9o3tOgVN0ioqN32Az33zEC6dxNcpugKgcELffAT6ZsOR5x5DlbYW94zteJxdj8E1kKqw3lSH9ULn29xu0WIuylIf7BImkoiy4gJOhSk45yXikncYua4cSZCjbdSawk5PUBXWB28/2+l3YuEZxGNLEU/9DpKIc9tRtQLF0/KppyYnjYKNH1N29jCuQTHEzfoe72jLoqOy4AIHF/yHorPHiOk6jJ5TXkHt6mFx/GWyTx9n8TuPYTToufe17wiPrbVMbkg0ZcHHc6goK+XZd7+68vBw4MDBrUft5Eyb+G60ie/G5FnPk5uVwf5tG9n9+yq+evsFfvzsLboNGEHfEXcQHt3c7nlVaieG3z2ddgPu4MjGxexd+R3fPzeBlt2G0nPCw3gHXnVhVKpdaDVwMrF97yJt568cW/0N+z6diV/TjjQbNhOfyNoTdqWrN8F9phLUczKlJ3eSs30BGSvmkL35awJ7TETWYvgVRynB1Rdlx3tQdJiImJOEMXEpxiOLcDuyGENEdwwtx2EKaHVVTAgCukatyG/UCkVVLl6pS3C/lBpWFdGf0tb3YfAw4xwpCJQFdaMssAu+F7cTevJ7mu9/iUrvFlxoNeO6ppO3As+Cw0QmfURpQGfyosbWex5rIkWoyEF5ajWKU2uRVRcgOvug6/gAhjZ3gvr6Z4K11DbJqKdg8VPospJoNO4tlD6WnTerCy9wfvdSQruMRuls2YynJPMURr3mik2xNfRaDXKl/VkYTi61rmXaGsuuYw7+3jiEig20mhoS9+2g/8g7b1uzoPKiPLb8/DFNWicQ16f+eaklGScQZHI8Q6wXRl/GNSia3AO/4SZWUiWzfpIhU7vi3u9xyle/Ss3hJbjGT7zyWl2jKwAIAqbgdmiC26Hp/gzK8ztRnd6IV9pyvFMXY3T2pTqkG9Wh3dEEtANrBfHX0JCNtDnkmhJUpemoi9NwKkrBqegEcn0VAEYnH2qCE6gO6YImqBOiyh1fNzXm4xq1SKIJKWMPpqNLkbITQeGEc9tRuHa597qGjTdiqCohf8vXFB/+DaWLB03Hv0RQl7EWO8eLJiOnty4kZfVcZAol/R9+l6bdRtj8vJIkcWjjYjbOfxcPnwDufe07/MOigYb9bPdt38juTasZP/URhxXxPxhBEAYDnwBy4DtJkt654fWngOmAESgEpkmSlPmnL9TBdQSFNmHMfQ8x+t6ZnEo6xLY1y9mxbjmbVy4kumVbBo6ZSHyvQajU9p2oh/h5ohw5hbZ9x7J/1TwObVjIyb0badt7FN3GPYhno6tOiHKFkhb97qJpj9Gc2rGMpLXfseej6TRq3pmmQ6ZfESyCXIFP6354t+pLxZlD5GyfT9b6T5Ft/R63uBF4xk9A4RlYO1YQkIfEIQ+JQ6zIw3hsOSSvQpmxE5NfM/St76jtan9NfYnRLYiiTk9Q0noKXqmL8UxbiVvmNiqbDKC09RSMbmYOiAQZxY37URzcC/8LG2mcOp+Wux+nzL8TF1rOoNq72c3X1BGnykyaHngFjXs46fGv3doUM5MB+fndKFNXIs86WPutsC7ouj+NKbwH1LEOVjIZKFj2HNpz+/Ed9RqurQZZHZ+66hNkciXNR8yyOi437TAAgc1tR/p1miq8PULtbgh5OXKo1Vh2HXPw98YhVGyQfHgfBr2eDt363pb5JUli7Vf/xWQ0MuKh/9i0FbZG4ZlEvMOao3SyT1C5Btc6olTlpOPTrLPNju5OrYaiPbmJyq2fIPcOxSmmx3Wv10uwACidMcQMxhAzGEFXgeLCXpTnd+F+fjOeZ1YjKpzRNmqFxr8tWv826HybI8lvbTGjYNSgrMhCVZ5Z+1Wajro0HYWm+MoYvWcTqsN6o/VrhbZRKwzujUEQ8HVTY+t8RyrOwJS6ETFtE1Tmg3sA7n0fxzluNDJnyxEOk7aKwj9+pnDPIiSjnsY9JxIxaAZKF8vXlGalcejH/1J6IZUmHfrSY8oruPnYjvDoNDWs+eo1UnavJ6Z9D8Y8/g4ut8BBqKQwn2/f/w/RsW0Yc2/Dcq8d/HUIgiAHvgAGANnAIUEQVkuSdPKaYUeBjpIk1QiC8BDwHmC50tbBn4ogCMTGxRMbF899j7/I7o2r2LJqMXPffI5f5r7PsDun0n/UnVdOoW3h7OZBn3ueoNPQe9i78nuObllG8q41xA+bTNexD6B2vjqPQuVEq4GTadZrHKlbF3N8/Xz2fDSdgFY9aDHmCdz8w66s0TMmHs+YeKqzU8nd9TPFh5ZRcWgZ7nEj8eo+BYXH1ToTmUcgqp6zUHa5H+PJDQiJi5FvfxPx0Lfo207E0HTwdQddopMXJe1mUt58Al4nF+KRvgr3jM2UNx1FaespiGoz9zyZgoKI4RSFDiDg3EpC0n6mzfbpVPi1pSB8KMUhvREV9j13L0c9BKMW14xN+CTORZArKRrwMX7uV7Mprjib2cm10RShNBNl6m8o0tYj05YiugVg6Hg/hthR16XI1QVjRQFFq15De3YfPkOew72d9UPV3KNbyDm8gaZDH8LJy3oPk6yk3XgEhOHqbbvXiaaynMAmsXavWyaT4eTsgqbGIVT+qTjsiW3w9buvsG/7Br5bsxeFlW7v11KX9KOknWtY+ckLDJr6HF1sdKG3Zk9sMuhZ+WRPonqOp92EZ+x6b31lMXte6Uv06GcI7V373rbEiqitpOSXhzAWnsH7jg9RR1nuIltnwXIjRh2KnCOYzu7GqSAJddm52jXIVOi9ozC4N770FYLBvTEmtSeSQo2ocKoVMoIcwaRHZqxBMNQgM9Qg11egqM5HUVOAoroARXU+yspslNV5V95WEuToPcLQ+8Sg845B5xOD3jv6SkOxy/i6WRdLUmUB4pkdiKkbkQpO1a4nPB55y2H4thlwxWrTHKJeS9H+pRTs+gGTpgL/uIE0GfIILgERln9cei2p678n9fcFqFw96DX1ZaLiB9klfguzz7H0/ScpzD5H37tn0X3sA9c1lqtvNEU0mZjz9HTSTxzjne9XEBzWpF7z/H/i72pPLAhCF+A1SZIGXfr3CwCSJL1tYXw74HNJkrrZmtthT/zXIUkSKUf2sWbhd6Qc3oebhycDx05i0Lh7cPe0Fh++2fa3oiiPnYs/I3nXGly9/Ogz8XFa9xyBYKZJpUFXw8nNC0lc/Q2iUU9k77uIGXS/2RQhXWkuOTt+oODAShAEPNqNwrPr5OsEy9XPI2I69wfGAz8g5p1AdPFD3/ZuDM2GgxnnRHlNEd7JC/A4uw5R4UJpq8mUNxtrNYovN1Tjf34NAedW4VydjUnhTHFIX4pDelPl0wKj6upB0o3pWIrKi3ikLcc9fTVyXTk6n2YUdn8NvY/lTAhLouXGuWV5x1Ed/RH5+d0gk2EK74khdgSm0C5gh90y3Jz2JUkS1ckbKVn/DpJRj8/gZ3DvaNmwJ8DDmaK0A+z/bAaeoc3p8sQ8FGrLIi731CHWvT2VThOepO2w+62uraq0kE9n9KPfvc+QMPxeu93Xpgxox4AxE7nn4dl2ja8rDnvi24tDqNhg5pieNGvdnidf/9iu8XURKZrqCj59aAi+IRFMe/NHm4X61oRK0dkktr43hW4zPqBx+352r2HPK33xad6N2HveuPI9m2JFU14rVorP4zV6Dk7N+th8nwaLFqC0uBCnwmScC5JQlZ5BWZGNoqYAAfP/hyUEi68BGJ19Mbr41wodjzD0nuHoPcIxuIdYfEhZEyeSaELKT0XM2It0fh9SQW1/F8G/GbLmg5E1G4Cvv3XXHZOumuJDKyn84xeMlUX4xHYncugs3EOtnyDlHN9F4pL3qC66SESXEfS97wWbtsNQ+xBK3PIrv89/D4VKzbgn3yOqbZebP3c9hcqyeZ+xfP4XzHx+Dn2G2Xajc/C3FirjgcGSJE2/9O/JQIIkSWbzOgRB+BzIkyTpTVtzO4TK34P0E8dY/fO3HNmzDbWTM31H3MHQCVNsuoXdKFguph9ny4L3uJh+nKColvS/71lCm7cze21NWRG7F31I1oE1qFw9aTp4OuHdxiIz01RZV5LD2d+/pTJpHQgy3NuNxKvrZBQeN5/ES5KEeOEQhv3zEC8eqxUscfdgaDbU7P1dWZaB79Evcc05gMEtiOK4GVSH9bZePC9JuBcn45+5Ht+L25AbawWF3iMMnV9L9N5RyAwaZLpy5Lpy5JoinPKPgSCjOqwXFc0noA3s0LACfUlCnvlHrUDJS0JSe2BodQeGVuORXHzrPN21m39TVQnF6+ZQk7oNdeM2+I1+HaVfuNXr1aXn2PvRFJy9A+n29E+o3Cw/hyRRZNXrd6MpL+aOd9eiUFnPTUjdv4mVHz7DlLd+ITi69U3rtcQ9vVsy6p4HmPCA9cL/+uIQKrcXR+qXFXRaDaVFBUTE2B9mrAuJm5ejqSpn2AMvN9hNrDD9CAB+0eYfBpZwC21BRVbKdd/zcVVZFSsyZ098Js6ldMljlC2fjVvfR3HtfK/Vk/t6p4Vdg7dvI/DtC837kntJtAkmHYrKHJSVF5EZqpAZdQgmLYJRh8ykR1Q4ISpdkJQuiAoXTGp3jC4BGF387Kp7sSlMis4gZR9FzD6KlJME2goQZAhBrZF3m4ksqieCT8R1PwNzGKqKKdq7hOIDyzFpK3GL7EjMlPfxirJetFlVdJGjS94j5/guPIKa0PvJr2nRsYfVay5TWVLI6i//Q/qRXUS0imfMY2/h6Rd488+gniJl37YNLJ//Bb0Gj6b30PoXiDr45yEIwiSgI9DLypgHgQcBghtbLsh18OcR0zKOp9/+guyMdFYv/I7fV/zCppWL6DviDsZNnYWHl/kIy41d4ENi2nDvGz9yYs8Gtv/yET+9eh+te45gwNTncLrBzMPFy49BD71FWs87SP3tE1KWf0DGzqW0ufvFKw5hl1H7BNPi7v+gG/RArWBJ/I3KxFW1gqX7FBTXpE4JgoA8PB5ZWCfErCMY9n2LbO8nOCcvRtllOvIWQymouvqcM3g1Ia/PezjnHsI38UsC/3gNjX9bijrMutI48kYCPF3AM4GqyASqDc+jLkzGqSgFdWEKzjkHcT+3AUmQIarcMak9EdWelLWZSkWzcZhc65eCdQVJRH7+D1THfkKel4ToHoSu+9MYmo+06TRpicubftGgpfLwr5Tv/g5RV413/8fx6Dr5iomOJeS5yez/9kmULp50fuw7qyIF4NSOZRRlnKDXA3NsihSAzJSDKFROBETYbwBhNBqQRBGFw8DlH4tDqFihoqwEAC+f+rlwWcNkMnJg/UIiWnUiKLLhQqgg7QgewVE4efjU6TrPiDaUnNyNoabiuroHm2LFxQufSd9Qvva/VG37FP35w7j1fBBViHXXjms36w0RLVcFhJpiuRqD161JKbIqTHTVSPknkXJTEHNTkHKS4VJhPZ7ByCJ7IIQnIAuPR3Cq/VlaEyeSJKHJPknx4d8oPbYeyWTAs0Uf/HvcS2MLp4+XMeo0pG3+kdSN8xFkMtqOfYLOo6YgN5PaYI6UPRtZ9/UbGPRaBt//PPFDJl6X6nWZ+oqUM6nJfDHneZq1bs8Ds19vUO2Vg78NF4FrFUXjS9+7DkEQ+gMvAb0kSbL4Sy5J0jfAN1AbUbm1S3XQEBo3ieHhl97ljvsfY/Uv37J19RL2bF7DqMkzGDR2ktmi+xvFiiCT0arHMJp26sPeld+xb9V8zp84yPCH3qBJm843Xd+sZTs8G8+l4OReUpZ/wL5PZxLWbQyxIx5B5Xp93chlwXKx232U7/2JyqOrqEpah0f8BDy73IP8mro/QRCQh3VEFtqhNsKy52v0m+YgJC7Gr+djyCMSrl+IR08MMd2QUlfhdPArGm94EGPz4egTHkJysbwXkJTOaIPj0QbHX/qGhGCoRlK61Ml23yZGHYrT61ElLURWllnb/6Tn8xhjR15nHlBX/D3UiHoNlYeXU77nB8TqYpwiOuEz5FlUAdFWr5VEExe3fs/FLd/i6h9GwsNzcbbReDrj0Gb2/jiHkJZdiOo63Ob6qsqKOL5jNc3i+yE3E22zRF52rZeHX0CwjZEO/q44hIoVyktrhYqHV902//Zw6sBWKoryGDr9Jbuv8XVTm03/Ek0Gis4eJaLLyDqvwyOi1nGlIjMZ39jrU8l9Lm1SLQkWQemE5+i3UAa3pGrPPEoWTEHVJAG37tNRhdm2b7wVURa4WVxYS5Gzdt21SJIIJZmIeSeQck8g5Z1AKj4HkgiA4NMEWdN+CI3bIQuJQ3C/PvXAVvSk9NgGSo+sQVtwDkGhxjtuKP49JqH2C7/yczeHaDKSsXc1KWu+RFteRGiHAcTd8TShoWF2febK0iI2fv82J/b+TkhMa8Y89hZ+IeZFXn1FSnFBHh+88DBevn48M+dzhxXxv4dDQIwgCE2oFSh3AROvHXCpLuVralPECv78JTq4lTQKDOH+p19j8LjJLPzqAxZ9+QFbVi7i7plPk9Bn8E0HEDeKFQCVkwu9736Mpp36svrzF1n05oN0HDyRPvc8jvKGBn+Bni4ILbvhG9OBtHVfkbFjMbnHthE7chZhnUfeVOsSEhZBSNgrXOw8kdKd31G+92cqj6zEo/PdeMZPQKa+Wsx/bYTFlL4Nw+4v0K14HFlEZ1Q9H0Xmd03/MZkcY8uxGKMHoDoyH2XyYhRntmBocyf6uEk32fmaRRCQVJYteeuMUYvy5CqUx35EVl2Iya852v5vYozq2yCBAiDVlFB2bD0VBxYiVpfg1CQer97v4RRu+zmuryjk7KKXqTh7mMYJI2lz9ysonKybMWQn72H7l7NpFNWa/o9/YrPxMMDeFd9hMhroMeEhuz8XwLlTtRkjkc0t93Fx8PfGIVSsUHkpouLuaTvXv64c2rgY78BQmnbo2eC5Si+cwqjT4N+0g+3BN+AR1goEGeUZR28SKpexJlgEQcA1YRLOcWPQJP5K9YGfKPnpAZQhrXGK7Y86sityvya3PS3sWmwVuZtDMmiR8lORcpIQLx5Hyk25Gi1RuyMExCKL6oksqBVCYEsEp5vtnG2Jk4rUXZSf3EHlmQMgmnAJbUXjUb7jbBMAACAASURBVC/g1WYgcic3qwJFkiRyju/i+MpPqMjNwDeqLd1mvI9fVJxdn1cURRI3L2fLzx9j0GnoO/FRuo25H7kFe8r6ipSKslLefW4mWk0Nr3/4PR7et17kO/hrkCTJKAjCLOB3au2J50mSdEIQhNeBw5IkrQbeB9yAZZd+5y9IklT3ExQHfytCIqKY/c6XpBzZxy9fvMenrz1F85ULmT779ZsMMsyJFYDg6Fbc/95Stv/yMYc3LOTc8b2MeeL965pFwuUCcWcUY54gNH4YyUvf4/iiOVzYt4q2d7+ER/DNp/shEVGERLxNdvokSnd+Q9nOb6k4uBTPrpPw6DgemfLqPVIQBBRN+yGP7IExaTmG/fPR/jQZRZvRKLs+iOB8zfNe7Y6+62MYWo5BdfBrVIkLUKb8Wluc33qCfYKlgQgVOSjSN6BMWY6sphhTUDs0ff+DKaRTg2pbJElEzD6KMWUtptNb0JgMOEV1wavnAziF204hlySJkuStnF/5DqJeQ9y9cwjtMtpm9PzCsZ1s/eJpvEKiGPTUlyitFNpfpiQ3k8TNS2nbZzQ+gfYdyl0mI+0EamcXgkMdRi7/VBzF9FZIP5HEyzPvZPbbc+nY3T57YnuK6UVR5K2J8XQYMJ4h9z9fpzWZixakb19M4uJ3GfHORlxshFvNkfjpFIzaauKfXWbXeGspYZJBQ82xVWiOrsBYWNuAUuYRgDqyC6omCahCWiPzCLR6M7tVgsUaUk0JUk4yYs5xpJzjtYXvohGojZYIwW0QglsjC2wB3mEIFkL3lsSJJIpoC85Smb6f8pM7qMlKBklC5ROCZ8u++LQfjpN/5DXzmBcGkiSRm7ybk+u/ozgjGfeAcNqMfpSQdn0RLlkj2yI/8zRrvvov2WlJRLTqxPAZr1qMokD9RUpu1nneeXYGxQW5zH57Lm3ju9drnv/v/F2L6W8njmL6fw6iycT2db+y+OsP0eu03PXgkwwaP9ls6qg5wQKQkbyfNZ+/jK6mgmEPvUGLrub7ceRXaJAkiexDGzi58mMMmkqi+k0mZuBUFGrLdRhVWSc4t34umrP7kbs3wqvHNNzjhpl1WpQ05Rj2fYcxaQWoXFB2mY6i7TgEM4c4sqLTqA59g+L8LiSlK8bo/hhjBmMKbndL07uEqnwUZ7egOLMVeUFtRMAY0glDh2mYQup+IHkZSRIRc09gSt+OKX0bUkUeqFxxbzsc9/gJqBrZ1yy6Jjed86vep/LcEVyCmpLwwAe4mxGQ12Iy6Dm09CNSNv2ET1gzBj/zNS6ettPqqytK+PHle9FWlXP/+8vw8L1aR2mrkN6g1/P4hH40adaS2e9+Zddnqw+OYvrbi0OoWKG6soJpQ+OZOPMZRt0z3a5r7BEqJXkX+PThoYx8+L+07183JyRzQuXgD6+Rk7ybUe9vqVctQNaOnznz2/skvLQal0bWHT2uxZY7mKk8F925fejO7UefsR9JV+tjLnPxRhnUAkVwS5SBzVH4xyD3DLpp7bdKsEgmA1LxOaS8VKS8FMScZCjLqn1RrkIIaI4Q3BbZJXFyub7EHBaFiSShL75A1bkjVJ47RPW5IxirSwFwDm6OZ2wvPFr0xikg6rrPaUmgiKKJ7MStpG74nrLs07j4BhE7aCqR3UcjkyvtEiia6gp2Lf2aA+t/wcnVnYH3PUPb3iOt/h+pr0g5dTyRD158GBCY/fYXNGt9azs3/3/CIVQc/BMoLSrgu/df5ei+nTRv25FHXnkfX/+bzTgsiZWqsiJW/O8pstOO0WXUNHrd/ajZFKDL1ry6ylJOrPyIi4c24OTlT8sxTxDUrr/V+1nF2SNkbfiMqgvJKH3D8O4zE5dmvcxeIxadQ7/zY8TMgwg+Eah6PYYsoovZsbLidJRJC1Gc3YZg1CC6+mOMGYixSW9Ev6agsL9zOgAGDfL8ZOQ5R5FnH0SenwyAya8Zxqj+GKMHIHnUr8ZCEo2IF5MwndmJKX07UlUhyBTIwhNQNB9AYLuByFT2Fd8ba8rJ3vQ1+fuWoXB2p/Ggh/CPH0Ogt/WG0WW5GWyfO5viC6doMWAi8ROeRqGy/QzTa2tY+Pp0CjLTmfif72jctO11r9sSKrs2/MZXb7/AC//7jtadbLqk1xuHULm9OISKDWaM6kG7Lj2Z+fwcu8bbI1RSD2xlybuPM/2dhTRu2qbOa7pRrPz+xp04efrR67Ev6jwXgLY0l33/HUzk8McI72/dx9wStkSLZDJgzD+NIecEhtyTGHJPYizKuFrzoXZF0SgahX8MCt9w5N6hKHxCkXsGIyhUdokWyWSAilyksuzar9JMpPxTSEVnwGSoHeTkWRspCW5bGzXxb4ZgpQDdojAxGdHkplGdmUR15jGqzydhrK5NFVR6+OMW1Qm3yI64RXZE5XXzw9uSQNHXVJJ5YB3p25dQmX8e94AIYodMJTx+CDJ5bQGhLZEimkwkbl3BtoWfUlNZRvt+Y+k/+UlcbNgV19vda/tGvnjzWfz8g3j+/W8IbGy/2HVwMw6h4uCfgiRJ7Nywkh8/mYNSpWbWfz6gdcebe2tZEismo4FN89/h6OZlRLbtyugn3rvJFewylwVLybkkkpe9R0X2aXxjOtJq/NNm08GuXWPpiR1kbfwCbUEGrqEtCRv6GNpGNxu/SJKE6dwfGHZ+glSWjSysI8rujyAPtGB4Y9CgOL8LRfpG5Fn7EUQTkiBH9I1CbNQC0SsMydkbSeFcK14UatBXI2iKEWqKkVUVICs5g6ww9dK1MkS/phib9MIY1R/Jq373UklTjunCIUzn9mDK2FPrRilXIY/ojDymD/LI7lfSl+2x9zVqq8jfs4TcXT9h0lbj33kcjQfOROnqdVMvl+vWIYqk7fyV/QvfQ65S03P6m4S3623XZzAa9Kz431OcPfoH4575iKadrm+DYGvdkiTxwrQxSKLIOwtW3VZDF4dQub38JTUqgiD4AEuACOA8MEGSpNIbxoQDKwEZoAQ+kyTp9sXuLBAc3oTz6al2j/d1VdkUK0UXMwBoFBpldZw9mIwGynPOEdSq/mk2Tt5BuIe1Ij9xI2H9ptXrF/rajbfZWha5EmVwS5TBLa98T9TXYCw8izE/HWNBOoaCdLQnNiLpqq69EpmrNzJXHwS1G0aFC4LKDWSy2giNvhr0NUi6SqjMA9F09VKVa20Pk7g7amtMApqDR7Bd9TI3Ioki2vwzVJ09ROXZQ1SfP4qor6l9G58Q3GM64xreFrfIDqh8wyy+hyWBUnL+BGd2LefCoY2Y9Fp8IlrS9cH3CGnX98opoz1RlIyUg2yc9y7559MIa9GBIdOet+kqV1+BotdpWT7/C1b98i3NWrdn9ttf2GwQ58CBg38PgiDQe+hYmrZqxyevPM57s2cw44W36D5wxHXjLNWtyBVKhjzwCoFNYvn9+7f44eXJ3PHsp/gE3bxBv7IhjmxLz9k/krn3N06t+ZKd79xDWOcRNBs2AyfPmxtACoKAT6s+eMf2oDBxHRc3fU3q1zPwiu1B6NDHcAm4Id2pXX/yIzpjTFqBYf88dAunIo/qibLrA8ga3dCUUemMMWYQxphBoClDnncMecFJZAWpKM5tA0M1wrXPpBsQnX2QPEMxtJ2EKbg9psDWUI8CfMlkRMxNwZR5ADHzAGJeKiCB2gN5ZDfk0T2RhycgqK6vB7GZOlVdRv4fi8jbuwSTphKv2J6EDn4Yl6Dan4M1kVJwNpl9P82hMCOF4BYJ9HrgLVx97EtNr64oYcX/niIrNZHB01+us0gB2LHuVy6cTWPmi287XCf/4fwlERVBEN4DSiRJekcQhOcBb0mSnrthjOrS+nSCILgBKUBXSZJyrM19qyMqqxd+zy9fvs//flpH4wj7hIUtofLHynls+elDXlx0CJWVPFur73EpqlJdksvaF4bScfIrRHWvf6+KnP0rSFv8X9rMmGuxqL6u2IqymEOSJKSaMoxl2ZhKsjCWZiFWFiLWlCLpqhB1VUjaSiRJRKZ2w6RwAZULgsoVPIMRvMMQvEIRvELA2dvmDcpaAbxRU0Fl+n4qTu2m6syBK6lcar8w3CI74RbZAdfwOJRmuiNf/x7mhUBlwQWyE7dy4fAmyrJOIVc5ER4/hKie4/EJb3HdWFsiJe98Glt/+YT0I7vwbBTMgHufomVX613p6ytQAJIO/sH3H75O/sUL9BtxB1Mef9msZamDuuOIqDj4J1JTXcWHL87i5NEDTJr1HEMnTDE7zlJ0JfPkYVb87ykk0cSYJz+gSZubG89eS36FBn11Gem/zydj11JkcgWRfe8hut9kq65TokFL3p4l5Gybh0lXQ6NOo2g8cAYqM/dxUVtFxYGFlO/9CUlXhVNEJ9zj76xNH7tUw2Lp8yBJoC1DMNQgGDRg1CIYtUhKFyQXXyRnb7t6eVn8HGXZmM7vR8w8iCnrMOhrQJAhC2qJ/JJNviywhdm6HLC+2a/OSaNg33KKjm5A1GvwbtWXkL7TcG18/aGXOaGiqSjm0LKPOb1rJS5ejYi/82miugyzWyxcOHmY3z55Hm1VOcMefp2W3YbUae0AJYX5zL53OE2atuDFj+abrZ+6lTgiKreXv0qopAG9JUnKFQQhCNghSVIzK+N9gaNA5z9bqJSVFPHw2N4MnXAfkx6ebdc1toTKoY2LWffNmzz9/Q7cvevfo6W4SkdxRjJb3rmXHrM+Jbi1fY3+zCEa9RyYMwqZyolOs5cgs7Mfh73UR7T8FehKLlJ+YhsVaX9QnZkEogm5ixceTbvgFhWPW1QnVJ62T4XMiRNJkijPOUNO0k6yErdQllXbud4nohURnYcR3nkYKufrc31tCZSSvCx2LPmC47vW4eTiTvcx95Mw7B6UavM50g0RJ1Cbl/7DZ++wb9t6gkIjmP70a7TqcHNPBAf1xyFUHPxT0et0zH3zWQ7u3MTYKY8wftoss+Msbe7LCrJZ9u5jFGWfo9+9T9Np6CSbG9z8Cg3VRdmcWjOXnMTNqNx9iBk4hfBuY5ErrTgxVpeSs/V78vctQ5ApCOo5icCek1A431xvYdJUUHXkVyoOLcVUnofcIxD3juNxbT0YpXeI1fVZFDJ1RKopwZR9DPHCIUyZB5HKa1sYCR5BtcIkIgF5aEezjpTmuHGzLxq0FB/fSsH+5VRlHkemVOMbN5jAHvfgEnjzIe2NIsWo13Ji80KOrfkGk15Ly0GTaTdyJipn61bFV95fNLF35ffsXjoX78BQRj/xHoFNbs4GsCfl64PnH+JE4gHeXbCKgJC6uYTVB4dQub38VUKlTJIkr0t/F4DSy/++YVwosA6IBmZLkmSzCONWCxWAD16cxemUo8xdsQOFHY2GbAmV4zvXsuKT55n1+Vr8giMatLak3RvY89XTDHhpIT5hDWscWXzyD45/8wgRg2bQZMjDDZrLEn9HwaIvy6MseTNlyVvQXDwJgFNgDB7NuuPRvDsujVva7MgL5sVJTWk++akHar9OHUBbUQyAb1RbQtv3p3G7vrj63lwkaUuglBfl8sfKeRzZvAyZTE7CsEl0HzMNZzdPs+MbKlAMej2bflvEsnmfYTToGTN5JiMnTnf0SLkNOISKg38yosnEt++/ys71K5j29H/oP+ous+MsbeB1mmrWfP4Spw9to03v0Qyc9jwqJ9sWtvkVGkrPp3BqzRcUnT6Mk2cjogdOIazLaORKy/cpbXEWWRu+oOT4ZuTOHrWCpdtdyM1EZSTRRE3aLioPLkabcRAAhW8ELjHdcI7uhjq0LTIrdrv2ihbJoEEsOI1YkIaYf6q2wXDphdoXVS7IG7dHFtEZeXh8bQZBHVObrnSgN+opS9tLSdJmSk/uQtTX4OQXjn+X8TTqMByFi2VjmctCRTQZOb37NxJ/+5Ka0nxC43qRcOfTeAXb5yAGtenw6+a+wsX047TsPpTBD7yC+gaBY0+6F8CKBV+wfN7nTJ71PEMm3Gf3GhqCQ6jcXm5bjYogCFuAm6uIazsWX0GSJEkQBLNqSZKkLKCNIAjBwG+CICyXJCnfzHs9CDwIENI49MaXG0yfYWM5tHsL+7ZuoMcg2y0BbNWpqF1rc1A1leUNXptCXwGAk7tvg+fybdGdgA5Dydz8Pa5B0fjHDWzwnDdiq4nkn4UkmqhI20PxgeVUntkPkoRzSCxBgx/Ds2Vf1D7WT8nAvDDRayopTDtM/qmD5J86QEVubT2S2t2bgOYJBMR2JrBFF1y8/W+69jLWREpJXhZ/rPiOYztWgQRxfUfTe8JDePiaj/I0VKAYjQZ2bviNFT98SVF+Dm06dWPak68QFBrRoHkdOHDw70Qml/PA7NepKC1mwcdvEhASZrbA/vLG88bNu9rZlXFPf8iuZV+yZ8U3ZKcdZcSsOYTEWDeeCfBwJqBNJ5q3WcCJw7tJW/8NKcve58zmH4gZMIXQLiPNRlicfEOJmfQO1dn3kb35a7J/n0ve7l8I7H43/p3Ho3S7WncnyOS4xvbBNbYPhuILaNL/oCZ9DxWHllGx/xcAFN6hKP0jUTWKROEbgdzZA5mTG4LaHW8nNxBNFJdVIBl0YNQiacuRynORKnIRK/IuGcFcAC5ti5y9kQW1QNFqBLKQOGSBsRbTuezBVF1C0ZmjlKXtpSx1FyZtNQoXT3zjBuEbNwiPqI42hU+AhzOiaOLcgY0c/e1LyvPO4x/Vlt4z3iY4Nt7utei1Nexd8S371/yA2tmVkY++TcvuQ802ErWH33/9heXzPqfn4NEMGj/Z7nU4+Hvzj0j9unTNPGC9JEnLrY27HREVURR5Yfp4KstL+XjhRrty8a0JlZK8LD59eAgjHnqNDgPGN2htKVsWs2v+60z5YicaRcObTxk1lRz/9lHKM5JofuerBHUe0+A5bfFnihZDVQklR1ZRfHAFhrI8FO6N8O00Gu+4oah9G9u8/kZxIpoMFGekkHdyH/kn91Ny/gSSJCJXOdEopj0BzRMIbNEZz+Dom7oq34g1gZKfmc7eVfM5vmsdMrmc9v3G0m3M/Xg1CjI/VwMFislo5I8ta/l1wVzyL14gOrYNdz7wOG1uo8Wjg1ocERUH/wZqqqv478MTKS7M542vFxNkpeGexbqVE4dY88XLVJYU0HXMdLqPexC5HVkNcKlJ7skDJK78gvz0o6g9/IjqN5nw7mNRqCzbB1ddSOHilm8oO7UHQaHGr/2Q2vSnG4vur0HUa9BlJaHLSkJfcBZD4VkMxReu9OayC7UHgmcgMo8gZI1iao1g/JshuDVqUDG4qNegy05Bk3kEzbmD6HNPAaBw9cI7tic+bQfgEd3piqukzflMRqpObOPYmm8pzzuPd0g0Hcc/Rli7PnavU5IkTh3YzNYfPqCiOI/WPUfQZ9JTuHndfOBqr0jZsX4F37zzEh269+OJ1z9GrvjzvKIcEZXby18lVN4Hiq8ppveRJOnZG8Y0vjRGIwiCN3AAGCdJUrK1uW+HUAFIPryPN5+cypTHX2KIHUrdmlCRJIl3JneldY8hDJ/xaoPWdXL7cnZ89yr3froNt0uNkMz1WqkLJr2GlHlPUXJqL9Gjn6FxL9t5wreC2yVYJEmi5sJxig4sozxlG5LJgFtkR3wT7sAztqfZxl7XcqM40ZQXcjFpJ3kpe8hPO4RRW40gyPCOaElgi84ENI/Ht0kbq+kG12JJoBh0Wk7s/Z0jm5aRlXYMhcqJjgPvoOvoqXj4mI/INFSgaDU1bF/3K+uWLqAw9yIRMS2YcP+jtO/a2+Gc8ifhECoO/i0U5l7klRkTcHX34I2vl+LiZrl+wpJY0dZUsnneOyTvWkNgk1gG3f8iITf007CGJEnknjrE0d++JPfUIZzcvWk5YBJ+8aNQuZpPlQWoyT9H/h+LKDyyDsmowz2yA75xg/Bp3Relq213Q8lkwFiWi6itRNRVIWqrEHXVCDIZgtIJQemETOlEmckJwSMIQV13ty9zmLSV6C6eQHvhGNrMo+hyTta6YQpy3MNb49msK55Nu+Aa0tzm4dl18xr0XDy8gYwtP1BRkIVPWDPajZxJRId+dZqn4EI6W3/8gIzj+/APb8ag+18ktHk7s2PtESmSJLF20fcs+up/tO7YlaffnvunG7s4hMrt5a8SKr7AUiAMyKTWnrhEEISOwExJkqYLgjAA+B+18U8B+FySpG9szX27hIokSfz30cnkZWfy6ZItDY6qLHh1GgadhgfeXdSgdZ3auZJt37zEpI824eF/fUSgIYJFNBo4+dMLFCZtxiumE02GPIJnk7h/lGAx6WooPbaB4gPL0eafQaZ2xbvdMPwSxuPkb/l0D24WJ1WF2WQnbiX72DaKM2q7zLv6BhPYsgsBsZ0JaBaPyoL/vzksiRNJksg5e4LjO9eQtGMN2uoKfIMj6DBgPG37jMLVw/wDsqECpby0mN9//YXfV/5CVUU5TVu1Y+TE6XTs3tchUP5kHELFwb+J1GOHmPPkVNp17sWTcz6z6cBkSbCcOrCF379/i+qyIpol9Kf33Y/hW8caz7zTiSSt/ZaspN0oVM407TWG1oPuw71Rbarv5V4t12KoLqXgwEqKDq9FW5QJMjme0Z3waTsQr6ZdUHlaTuO1l/oW3EsmA/rCDPS5aWgvpqDLTsFQVJtujCBHHdwcp/D2OIW3w6lxawIb+dT5PfTVZZz/YwXndy5BV1mCb3gL2o9+iLB2dTu8qizJZ9eSuRzfsQq1iys9JjxCh4ETkFk4KLRHpBj0er7/4D/s2vgbnfsOYeYLb/8l7pMOoXJ7cTR8rAMpift54/EpTHrkWUbcNc3meGtC5fcF73NwwyKe/2kfSjs6tFoifd96Nn/+DHe9uwqfxjEWx9VHtEiiiYt/LOH8pm8wVJXiGhhFYPwoGrXth7MdaVK3gvqIFk3uaUoS11J6dD0mTTlOQU3xSxiPV5tByC0UOlpy6co7uY/TW34m7+Q+ALzDYgmJ60NIXB88g6PqvIm3JFBKCy6SvGstSTvXUnwxA7lCSWzn/nQYeAcRLTtZfJ+GCpTCvIusWTSP7et+xaDX0bF7P0bcPc3RWf4vxCFUHPzb2LDsR3767G3G3/8oY++zbdRiaeOu19ZwYM0P7F+9AKNBT7v+4+g+fiZuXnVzzyzJOk3yhgWc2b8eJIkmnQbSauAkGkW1ue5ee61wkSSJmtzTFCdtoiRpM7qSWtcttU8I7pHt8WjSHtfQljj5hdbbNdPS55YkCVNFAYbiTPRF5zEUnkOXdxp9wdkrzYxlTu6oQ1qhbtwKp8atUQfHIlNfLUi3N4XqMpW5Zzm/+1eyDqzBpNfSKLYLHUfcT3CLhDo993Saavavms+BtT8iiSY6DL6bbmMfsGj8Yu86y0uL+ejlxzidnMj4abMYc9/Df9mhmkOo3F4cQqWOvP3MA5w+cYxPFm3Cw8t2+NeSWEk7tINFb8/ivtfn0aSV/cVnN5J/9ji/vnoXQ576nCYd+tp1TV1Fi1FXQ/7hteQdXENF5nEAVB5+uDWOxb1xLO6hLXD1b4LaOwC5qn59YezFknAxVJVQdvx3ShLXos09jSBX4hHbi0Zd78IlrI3ZG5il/iZGvZbMA+s5vfUXKnLP4eTpR3SvCUR0HmbWocsebhQokiRRdPEcaYd2knZoO1mnjgIQ3qIjbXoNp0WXARZv5NBwgZKdcYZVC79lz+Z1IAj0HDSSEXffT0i4/U4tDm4PDqHi4N+GJEl8Oec59mxeyxNvfEKnngPsus7Sxr2qrJg/ln/J0S2/IpPLadN7FAkj7sMnsG5WtFXFuZzY9DOndizHoK3GL6IFzftMIKrLUJQ3HGrdJFpy0qg4l0hlRiKV5xIx1lwyxxFkqH1CcA6IxMknBJVXIEo3b5RuPijcvJEpnRBk8itfkmjCpKvBpKvGpK2ipKQUU2UBxvJ8jBX5GMvzMJRkI11qMAwgc/ZAFdgMdWDTK38qfBojCOajVfZu/kWTkbyk7ZzbuYTSc0kIcgWNOw4msu89eARHW23weCNGg57EzUvZ8+u3aCpLadF1ML0nPoaXv+VDTnvXeSrpMF+88SwVZSU89OLbdO57c6+VPxOHULm9OIRKHcnKSOfZqaMZMOoupj35is3xloSKtrqSd+/rRo9xD9L3bvNe8/agq6nk+wcS6HLX07QbcX+dr6+raKkpzKQ0bT8VmclUZp2kOj8DJPHK60pXL9ReAai9AlF7NkLl0QiVu2/t3919UXn6o3L3sbtwzxJGbRVlZ49Qln6I0vSDVOWcvuLc5dN+OF5tBuHfyHojxpvm1GlI37GEtM0/oqssxSu0Oc3630Nox0F2F3DeyLUCRa+tIfNkImeO7ub04Z2U5mcDENikOS26DKB1z+F4+1t3G2uIQJEkidRjh1i39AcO/7EVtZMz/UZMYPhdU/H1N2fQ5+CvwCFUHPwb0Wk1zHliCplnTvH8B98RG9fJ7mstCZaS3Ez2r5pP8q41mExGmnXqS+eRUwiOMX84ZQm9ppoze1aTum0JpRfPoHRyJTJhMJEJQwiK7YTsBnv6G1PEJFFEU5BBTe5ptAXn0RRkoCk4j640B1F/czqZPQgqFxSegSg8A1B6h6D0i0DpG4HKLwKZq+1mxpexZ/NfVXCB7EPrydq/Bm1ZAS5+IUR0H0fj+OGo3WsPZO0VKZIocmLPBnYt+ZyygotEtE6g992PExzdqsFrNRmN/PbT16z4YS7+QY159LUPiWzW0q513U4cQuX24hAq9eC7//2XrWuW8sEPa+w6gbYkVr59biIyuZz73/qpQeuZ/3APwuN60ffBNxs0T33Sw0x6DVUXT6MpzkJXmo+2NBddWR7a0jz0FUUYLnVzvw5BqBU0Hv4o3X1QuXmjdPWqPXVy8UKmUIIggCBDEAQkkxFtWf6leXPRleahKcpCEk3IFCo8mrTFO7oTfq374hZsOf3N4mcw6EjfsYRTvy9AV1lKYIuuxA6eSqOmHeodSvZ1UyOKIjlnUjhz9OztfAAAIABJREFUbA8Zxw+QdfoYotGIQqWmSesEmnbsRdMOPfH0M+/cdd18DRAoRoOePVvXs37pj5xPP4m7pzcDx9zN4HGT7YoKOvhzcQgVB/9WKstL+e8jkygrKeTVz34iLMqq2edNWIywlBZyeMNCEjcvRVtdiX94M+L6jaNVj6E41aF2UJIk8tOPkrZjOeePbMGgrcHZ05cmHQfSJH4gAdFxtc+nazBX13LtfCZtFYaqEoxVJRiqShGNOiRRBNGEJBpBkCF3ckWuvvTl5IbK0x+Fs3uDm0Va2/jrqsrISdxE9qENlJ1PAUGgUbMEmvSagH+Lrjf1DrMlVCRJ4syRnexaOpf886cIiGhOn3ueoEmbLnY9R22JlOL8XL54Yzanjh+h+6CRTH3yVZxd7GsmebtxCJXbi0Oo1IOK0hIeu3sgsW078ty7X9l1jTmxsuXnj9m7agHPLtiNk6t93WTNsfqtaVSXFXLXu6tvWY5mQ53DLiOaDOgrS9BXFKKvKEJXXvunvqIQXUUh+soSDNVlGKrLMGmrrM6l8vBD7RWIk3cQLgEReMfE4xHR1mr3YWtIkkRO0g6OLvsf1UUXCYhNoNWImfhFxdVrPgBvZwWZqUdI3beF1ANbqSzJB0EgqEkskW0606RNAmGx7VGp7Q+h11ekVFWWs3X1Mjb++hMlhfk0johm6IT76DFwBCoLnesd/PU4hIqDfzNF+Tm89vBERFHkpY8X1Cvd1FqzyJTdazm29VfyM06hUDkR23kAbfuOITS2bgdPRr2WrKTdnDuwgQvHdmIy6FA6uxHcIoHQNj0IbdMdV5+rkWhrgqUh1FesmNv4a8sLyTm6ldykbZSeO44kmnAPjqZxp6GEdByEs5dlYwBrQiXj+H52Lv6UnDMpeAU0pueER2jZbYjdbmDWRIokSezbup75H72ByWhg6lOv0mPQKLvm/bNwCJXbi0Oo1JPffv6GRV9/yKuf/kDLdgk2x5sTKpknjzD/5fuYMPsjWnSxL2fXHCmbF7FrwRtMeGsFfuHN6z2POW6VYLEH0ajHUF2OJBprT5yQQJJqc349G9W7QNEcFXkZHF3yAXkn9+IRFEm7O2cTGNu5XnNJkkRN9kmSdq4hdf9WaipKUKjURMd1I7Zzf2I69MTF3avO89ZXoOTnZLF+6Q9sX78CnaaGVu07M2Li/bSN7+5w8PoH4BAqDv7tZGek8+YTUzEaDDz91mfExtW/TtPSRj733EmObfmVE3vWo9dU4x0YRpveI2ndayQevnVLddVrqrmYspfs5D1kJ++muqS277SHfyj+0XEExMThHx2Hd+NoCqtuj82+vYLl2k2/aDJSnnWKorRDFJzcS0lGEkgS7kFRBLbpRVBcPzwbN7U5pyWRknMmmR2LPuV88gE8/ILoMX4mrXoOr3OqtCWhUlFWwrwPX+fgjt+JbtmWh15852/ZbNghVG4vDqFST/Q6LU9MHIKXrx9zvl5q1wbwRrFiMhl5774etOgygFGPvF7vtWgqS/nhkV60GTyZrhNn13seW/yZouV2YdBUcWLdN5zeugiF2olWIx8iutcd9aqZqSzK5dSedZzeu56S3EyUameaduhJi64DiW7XA7WzeYcxW9RHoIiiSErifjatXMTh3VuQyRV06z+UYXdOJSL61opXB7cXh1Bx8P+BwtyLvPfsDPIuXmDG82/SfeDIWzLvjRt6vbaGtINbSdr+GxdOHAJBIKJVAs07D6BZfF9cPW9uMmgNSZIou3iW7JQ95KcfJT/9KJryYgDkKie8gyNxDojEPTga96BIXP1CcfYJtGjDeyvRVRRTfjGdiounKTmXRHH6EYzaagA8QmIIatuHoHYDcA+MqNO8NwqVvHMn2bV0LmcSd+Hs7k23sdNpP/BOFHb2DrsWSyLl8O6tfPfBf/i/9u47PMoyb/v490pCeg+QBFLoTUAQUIogShEr2LB3xb5Nd3XX3edx9dl9dV1X3XXtZV11KSoiKirSFAEpSq+hExIIhJLeZq73jxlYxCRMkmmB83McczDlnpnfPWTKeV+trKSIK297gIuvuY2Q0NBatw00BRXfUlBpglnTJ/Pa0//L7599i179B3l0n+PDypSnf8XODct58PU5TTraPeOZ+9i3bS03/n32Twb++UJzCy1Op4Ptiz5h9bR/UlFcSPvBY+k97gEi4xs+r3zuuqV8/9nb7FzzHVhL9mn96XPuOHoMGkVEVOP7zDYmoBQdOsjczz5g9ifvs3f3TuISEhl56dWMvvw6klumNroWCRwFFTlVlBQf5rnf/4x1y5dw5W33M+6me064zkpDHB9aDu7NZdW8j1m34HMO7tmJMSFkdj/jaGiJS274Z6a1luJ9uezNWUHhjvUcyN3EwdzNlB/e/9+NTAhRSWlEp7QhMrEVEXHJRManEJmYSkRsEmHRcbSIjCUsKpawiGj3D3IDxmCMwVlTTXVFKY6KUqorSqkuK6L84B7X6cAeyg7kU5y3mcriA0efMrplW1p2GeA+9SciruHfdfDjkLJv12a+nvQCm5bOITImnrMuuZn+F1zX6O+92kLK4YOFvPOPJ1k461OyO3fnnt89SVbHE7f6BJKCim8pqDRBdVUV9181gvZdevDI0694fL9jw8ryOdP4+IXfc+dfJtHWg1kx6rJ16Sy+eO5nDLnxt5w+5sZGP05jBWtwsdaSv+ZbVk59nqK8LaS070Xfax4mpV3DZwrZt2MjC6f8g52rFxGb2JJ+o6+iz7ljSUpt+poyDQkp1lpy1q1k1seTWTj7M6qrqujRZwAjLh3PmcNGB2TBK/EeBRU5ldRUV/HaX/6H+V9+TK/+g7njN4/TKq3+2Q8b49jQYq1l384c1n/3FRu++4rC3VsBaNOpJ13OHEHXM88jpU39iwKfSHnRAQ7lbWX3zq2UFu6mbP9uygrzqDi8n8riQpzVHn5nGuPqAl2HiPgUopLSiEtrT3zbzsS37UJ8286Ex9Q9vb2njoSUQwW5fDPlRdbM/4yIyBjOvPhGBlx0A5HRjR9bCz8OKtZavv78I97751+oKC9j7A0TGHfjhEa10vibgopvKag00eTXn+ejf7/M3yd/Ret0z3+wHgkrZcWHePrWcxgy7hZG3vDLRtdhrWXGM/eRu2YhV/3fByRndGr0Y3lDMASXwu1rWfXhcxRsWkZs6yx6X/YAGX1HNLjlqrhwD4ve/ycbF31OZEwcw66YwIALrm3SQp3H8jSklBYXMX/mdGZPn8LOrZuIjIpm6OhLOf+K68ls3/DZziQ4KajIqcZay+zpk3nvxacBuPauXzFy3LVebV051vEtLftzt7JxyWw2LZ1D/pa1ACSmZtCu51m06zWQ7J4DiGlE6/sRP5nO2FpqykuoOFxAZckhaspLqC4voaaihJqKMqx1YJ0WsFjrJCQsnBaRMYRFRBMWGUOLqDiiktOITEwl1Ic/5GMcJSyY+hrLZ31ASEgo/cZcw6BxtzdqzOXxjg0p+bu28cZf/8i65Yvp2rsfdzz0R9q269jk5/AXBRXfUlBpov1787l//AjGXX8n10xoWNA4ElbefuwODu/L54EXPm1S96+yw/uZ/Mg4YpJTueKPEwn14uBzb/F1gHE6ashb+TU586ZQsHEJEXFJnHbx3XQcelmDx6E4aqpZ/vm7LJv+BtY6GXjxDQy57HaiGjDdZX08CSg11VWsXLKABbM/Y+k3s6iqrKBDt56MvGQ8g0deSFR0rFdqkeChoCKnqn17dvP60//L6qUL6Na7H3c+/ATpmU1r2ahPbQPUi/bvYdOyeWxbtZCda5dRWe6ajbJ1dhcyuvYls1tfsnr0Jy657hmy6uKrmcG8rezQfrbMncQPX72P01HD6edextlXTmhU17i6tI6PoKy0hI/feYXP33+b8IhIrr37Ic69+EqfBVRfUVDxLQUVL3j6t/eSs3YlL344t1HNlF9MfYfPXnmCe56dSmp20/pibls2m8+ffYCOZ47mnNseI9ILRz4CydNgU3awgG0Lp7Hlmw8pP1RAdHIaHYddSefhV9MiqmE/5lNiI9i+dimfvvw4+3dvo9uZ5zHmtkdIbN24VelrfY56Qoq1lk1rlvP15x/x3byZlBYfJjY+gUHnXsB5l1wVFAtcie8oqMip7EgXoHdfeIqqynLOv+JGxt14FzFx3jlAVJu6ZtRyOmrI37KW7WsWs2PtMvJyVlFV4VohPqVtezK79yOr2xlkdOtLQqs2Hh1oDOawUna4kFWfv83Gr6fhcNRw2tkXcPaVd5OcluXV50mJDmXeZx/y/pv/oOhgIcPGjOPqCb8kqWXDw18wUFDxLQUVL1i+6Gue/M1dPPTnfzJg6IgG37/o4H7+cN1QBl56E6NverDJ9az47C0WTvwr4VGxnHHpnfQ+/wbCwk+udTOqK8vJ37CMXasXkrv2Owp3bgQgs9cQeo66luy+5zRqUoHK8lJmvfscSz+fSFJqBhfc8Tu69Bvm1drrCikH9xfwzZfTmff5VPJ2bCUiKpoBZ49gyMiL6D1gcLPoqytNp6Ai4vo8nPL683zz+UfExCdwxS33MWLs1YQ1cOpbT3ky/a/TUUPBjk3sWLuU7WuWkLtxBZVlxQDEpaSS0aUPbTr3om3n3qS270aLOr53gy2sHMrbxrq577Npwac4a2roNewShlx+J0lpmV59Hmstq7+by8z/vEjuts107d2PG+57mI7de3n1efxNQcW3FFS8wFFTwz2Xn0O30/vzqyeeb9RjvPb4fWxZvZTH3/2G4pqmN3sW7tzEd1OeY8fyecQkpdLr/OvpeOZo4ltnNnktDet0UlVeQlVZMZXuk6OqAkdNNc6aate/jhqMCSEkLIyQkFBCQsMICQsjLDyKsIjIo/+GhoUfvS00NIyQ0BY4qquoriynpqqcmsoKKkuLKCrYxeG9O12nPTsozM3BWVNNSFgL0rueQcZpg+h01vkkpGU3er82r1jAJy8+xuHCPZx14fWMuOHnDVqY0RPHh5Tqqip+WDSPeTOmsmLxfJwOB117ncHwCy9n8HkXEBkkK++K/yioiPzX9pz1vPfPv7D2h+9Iz2zH2BvvYvCIC31y4Kahiys6nQ727dzMrg3L2bXhB3ZvWknR/nwAQkLDaJ3dhbQOPUh3n1pldT66xkigw4rT6WDnym9ZP+d98tYvJTQsnNPOvpDBl9/h9RYUay3rls3n83dfInfLetIysrnmrl8xYNiok2JtLwUV31JQ8ZJ/Pf8nZk2fzCvTvm1UE/XGFYt44eGbuf7BJxk4+nKg9kUiGypv/TIWTXqG/Ts24KiuJCImnlbte9K6w2nEp2YREuoKCCbUFSZqKsupLC2msqzIFURKi6goPkh58SEqig9QXnyQytKiemch8RUTEkpcqzYkpGaTktmFjJ6DSO96Bi2aGCbKSw7z5VtPs2LuNFLatmfsvX8kq/sZXqr6v46EFGstG1f/wPyZ01k05wtKiw+TlNKKYWPGMfzCy2iT1fCVmuXkoaAi8mPWWpYvmsfkV55l17YcUlqnM/bGCZxzweW0CA98YDlWycF95G1eQ17OKnZvXs3ebeupKHW1uoS2CCe9w2mkd+xBeseetEjtSELrTI9XcG8qR001ezb+wI4VX7Nj+TeUHdpHTHIq3YdfwZALxzdpwoDaWGtZu+QbZk56lZ05a2ndJpPLb76XIaMuJjTM9+vK+IuCim8pqHjJ5vWreXTCVdz18P9x3sVXNvj+1lr+POEiWoRH8OsXpv7kKENTQou1loO7N7Nn0woKtq6hYNsaDuzKwemoqfd+YeGRhEfHERmXRFR8EpGxSUTFJxMZm0BETDzhUbGEx8QT4Z77PTSsBSFhLQgNa4EJDQWnE6fTgbOmBqezBkd1NY6qCmqqK6iprKC6qgJndRVORw0ORw3OmiqcDgehLcIJC4+kRUQ0YRGRhEfFEt86g9iU9AaveHui12X94lnMePVPlBYdZMi4Wzln/D1em83rWCkx4ZQUHeLLjyYy77MPKcjPJSIyigFDRzL0/Evp1W/QSfXBLY2noCJSO2stKxfP56O3XyJn7QqSW6Vx4dU3c/boscQnJnn1uZoSVo5lreXQ3lzyt64jb/Nq8nJWs2fbemqqKgAIi4giMb09SW3ak9S2A4ltOhDXqi2xyalN7rJdVV7CgdzNFO7cRMGW1eSuXkhVeQlh4ZFk9BxIx7PGMGDYaK8vRul0Olm1cDYzJ79G3rZNpKS2ZeT427nosit91nUvkBRUfEtBxUustfzyujG0TGvL7599s1GPsWDGZCY9/wfu+J8XOH3I6Hq3bWprS01VBeWHC11BwlGD0+HAOmoIi4giPDqOiOg4n057GGh7d2ziizefYtvqxaS178al9z5Om449fPJcpvwgn03+F7M+nkxFeRk9+w1i2JixnDlspGbtkp9QUBGpn7WWNcsW8uG/XmTT6h8IDWtBv7PPY/iFl9N7wBCvrWDurbByPKejhv27t5K/ZR17t28gb3sOB/O2Hl3h/oiohBRiU9KJTmhJREy86xSbQHhkjHsxSADXQc3KsmIqig5SUXKQiuJDHN67i+J9uf99rPhkMnsPIbvPObTpMYC2Lb0b7Fz75WD5/C/5asrr7Nm5lVZtsxk1/nb6nXMB6ckn73edgopvKah40eTXn+ejd17hlWnzSUhKafD9HY4anrz7Umqqq/jdqzMa3KTtja5iJ7vSooPMnfgC33/1PpHRcZx77f30G30VoV4+ogRQuGc386a+xdeff4TD4WDIiIsYe/0dZHXs6vXnkpOHgoqI53Zu2cTXn09lwcxPKDp0gMTklpwx5Dz6nX0ep50xsMkL4PoqrNRmR94eDuVvo2R/PsWF+ZTsz6N4fz7lRQeoKi2iovQwzprqOu8fGh5BVFwykXGJxCankpzVlZSsLqRkdiE6sRXGmB+tNO8tToeDH775gpmTX6Mgdzvp2Z0YNf4O+pw9ipDQ0FpXoD+ZKKj4loKKF+3cspFf3zKWOx58jFHjrmnUY6xb+g0v/f4Oxt35MCOuvL1J9Si4/FdZ8SGWfTmZhR+/TWV5KWdecA3njL+X6Limr957vEOFBcz74E1mf/I+ISGG4RdcziXX3U5qG+/OoCInJwUVkYarqa5i+aKvWfDVp6xc8i2V5WVEREVz+pln0+30/rTr0oPsTt2IasQEJf4MK/UNsrfW4qiqpKqiFKzFYo+OFw2Pjqt3vKavAsryb2fy5cRXKcjdRnq7zoy59i56DTrvR2uhKKhIU6hTvBdlduhCemY7lnzzVaODSo8Bw+jefyhf/udFBowYS3xSy0bXU9c0uKdSgNmXu5XFn73HirkfU1NVQed+wxh104O0zvT+qrcVZaV8Mek15k57D6fDwXkXX8nlN99DcivvLZIlIiI/FdYinAHDRjFg2CiqKitZt3wx3387h+WL5rHk65kAGGNIy8gmo31nWqa1oWVqG1qmtaFVahsSU1oRn5hca7ex1vERfgsrRwJFbYHFGOOaNTPCs7Ervggn4BqDsuLbr/hy4ivs3bWV9OxO3PLI0/QePOInizWe7CFFfE9BxYuMMfQ/ewQzprxNSfFhYht5tP7yu37HX+4bx7+feoh7//SG1/rbHnF8gDnZgkt5yWE2LfuaVd98xpYVCwhtEU7vYRcx8OKbSM3u7JPnXLFwDlNe/DOH9hcw9PyxXHXb/WpBEREJgPCICPoMHEafga41sA7uL2B7zjq2bVrHto3r2L19CysXz6eqsuJH9zMhIcQnJpOY0orklq1p3Sbz6CktI5u0tlkUljn8sg/HhwxPpjP2VTA54sgg+S/+8zJ7dm4hLasDNz/8FKcPGVXravIKKeINCipeNnD4+Xwy8Q2+XzCXc8aMa9RjpGV15Ip7fs+k5//Ahy//iSvv/YNP5xo/GYJL0YECNi2dx/rFs9i2eglORw3xKamce41rDEpsYsPHDHniUGEBU178f6xYMJusDl148Inn6dKzr0+eS0REGi6pZWuSWram76DhR6+z1lJ8+CD79+ZTuDePQwf2c/jAfg4V7udQ4T4KC/JZv2IpFeVlR+8T1qIFbbI60DKjPenZnWjbvisZnbo3qeeDp3wdQurjcNSw/Jsvmf3BW+Tv2ExqZgdu+s1T9Bkyss4DqQop4i0KKl7WsXsvUlqns+TrmY0OKgCDLxjP3l1bmTv1LSKiYrj0tqavWO+pY4NLMIaWyvJS9mzfyO5Nq8jNWc3uTas47F5kKzk9i0GX3ET3gSNp06lnrUd5vMHpdLLwy6lMe+NZqqsquebOX3DJdbeflFMvioicbIwxxCcmE5+YTIeup9W6zZEws3f3TvJ3bWf3ts3kbt/Mzo2r+OHrL45uF5/UkoyO3cjo2J2MTt3J6nwaCSmtm/1ihtVVlSye9TFzP3ybwr27ScvqyI0P/Zm+Q8+vt6eHQop4k4KKlxljGDh8NDOnTaSspJjo2LhGP85lEx6hqqKcrya/QkhICBfe9HOf/fCui79DS011NWVFByg5VEjp4UJKDhVSfGAvhfk7KczbzoH8XZQVHTi6fUKrNmR06c1ZF11Pxz6DaZ3V2edfDjWH9/Lyk4+ybvkSevQ9kzsf+iNtstr79DlFRMS/jg0znU/r86PbykpLWLlyNblbN5C7ZT25Wzaw4YdFOJ2urmGxiclkdepBZucetOvWh3bdehEV07jfA/5WuGc33331Ed99+RHFhwrJ7tqLyyb8mh4Dhp3wN4hCinibgooPnD36Uj6b8jZzZ0zlovE3N/pxjDGMf+AxnM4avpz4Ent3beWGh54kIqrhs5Z4g6ehpbK8lEMFeZQWHaC8+BBlRQcpKzpEeclhKstLqaooo6q8lKqKcirLS6ksL6GyrJSqilJqqmofsJiQ0prWbdtz+uARtGqTTVpWR7K79iY+uVWt23srVB27z9ZaZn08mXde/AshISFM+M0TnHfxlc3+qJmIiDRMdEwsgwYPoqDnGUevq6qsIG/bJnZtXuc65axj/Q8LsU4nxhjSszuT3bUnGZ16kNmpO23adSYsSNYrq6muZu3Sb1j0xYdsXL4IjKF7vyGce9lNdOrV36PvOYUU8QVNT+wj/3v/DRQW5PP3iTObPBjeWsvcj/7FtNeeIi2zI1fc8yhd+w72UqWNr6lwzy5yt6xn88a1FObt4ODeXA7u3f2jFo9jhUfFEBEVQ3hUDOGRUa7zkdFERMeSEBdPZHQsEdExxCYkE5eUQlxCCnFJLYlPbklEZLSf9/DH9u/N55WnHmXV0oX0HjCYux7+P1qmtgloTXJy0vTEIs1LfTOCVZSVsmPTaratW8G29SvZlbOWspIiAELDwkjN7EBaVgdSMzqQmtme1Mz2pKS2JTzSt2NSrLUU7N7BxuWL2PDDQjavXkZVRTmJLVMZOPoyzho1jqRWaR491qkeUDQ9sW+pRcVHLhp/M888+gBL58/irOHnN+mxjDGcd/mttMnuwsTnf88Lj9xC9/5DGXv7r2nboZuXKq6btZaDBXlsW7+C7RtWsitnDbu3bqCirMRVX0gIKakZpKRl0K7zKFLSMglPTCUmMYXouCSi45OIjkugdUJgWoKawulwMGv6FP7zyjM4nU7ueOgxRl56tVpRREQEqH/64sjoGLr2GUjXPgMB1/fpgb157laX9eRt28j2DT8e8wKurmPJrduQnNqGhOTWxCelEJeUQnxSS+ISU4iOSyAqJo6IqOg6v48cNdWUFRdRUnSQ4oOF7M3dxt5d2yjI3c6eXVspOrAPgJbpmZw54lJ6DBhKt76DGnRw9VQPKeJ7alHxEafDwS+uG0NcQhJPvDzJa2NLqqsqmf/Je3z5n5coLy2i3/CLGTTmKjr1GuC1aYydDgd52zexde33bF69lC1rlh39QGsREUlGxx6uQYMdu9O2QzfS23Uh3MN53ZuTTWuW88bfnmB7zjp6njGQCQ8/oSmHxefUoiLSPDVlrZXKinIKcrdTkLuNAwV5HNibx4GCPAr37KbowL6fTKV8REhIKJHRMYSEuY47GwzGGKqqKqgoLfnJ9hFRMa6Wm4x2tOt2Ol3PGETLtIxG1ayQ4qIWFd9Si4qPhISGctlNd/Pyk4/y9ecfce5FV3jlcVuER3DeFbcxcPQVfDX5Vb6b+QHL5n5CdFwi3c4YTPf+w+jebwgJKZ4tMlhTXcW+3TvYs2sLe3ZsZvuGFWxbt5zy0mIAElum0qXPINr36Ev7bn1o074LoSf5zFZFBw/wn1eeYe5nH5LUsjU/f+xvDDrvArWiiIhInZqyMGREZBSZnbqT2al7rbdXlpdRfKiQw4X7KDl8gLLiw5SXlVBeWkx5STFOp/O/q9XjWgAzJj6RmLgEYuISiU1MJjWjHfHJrZr8XaaAIv6kFhUfstby2AM3smtrDs++N4OEJO+v5VFRVsLaJfNYt2w+G77/9mjLR2R0LPHJrUhISSUhpTUxcQlUVVa4BrBXlFFZXsbhwr3sz9t5dJYSgLSsTnTs2Z+OPfvR4bR+JKe2PWV+oBcdPMAXH77LFx++S0V5GReOv5krbrmHqOjYQJcmpxC1qIg0b/5axd7fFFBqpxYV31JQ8bHc7Vt4+LZx9Bt8Lr984nmf/ui31rJ76wY2rVjEgb27OXxgH0UHCjhcWEBZ8WFaREQRERVNRFQ04RFRxCWmkJbVkdSsjqRldqR1ZvuAD1oPhL15u/h00lvM/exDqqsq6X/2CK6d8Esy2ncKdGlyClJQETk5nEyBRSGlbgoqvqWuXz6W0a4j42//Of95+a/MnDaR8y+7zmfPZYw5OnZE6ud0Olnz/SJmf/I+i7+eSUhIKMPOH8sl195G2+wOgS5PRESauaZ0BQsWCigSaAoqfnDJNbeyYeVS3vzb44SHR3htvIo03L49u5k3YyrzZnzE/r15xMQlcPHVt3Lh+JtIbunZuB4RERFPNOewopAiwUBBxQ9CQkP55RN/5+nf3svsZEO0AAAUIUlEQVQrT/2eFuHhnD3qkkCXdUpw1NSwef0qVi1dwKqlC8hZuxKAXv0Hcd3dDzJg6EjCI/RhLCIivnHkB39zCSwKKBJMFFT8JDwigof+/AJP/uYu/vmnRwgLa8HAc8cEuqyTTnVVFdty1pGzZgUbVn/Pmu+/o6ykGGMMHbv35spb72fYmLG0Tm/cdIwiIiKNEeyBRQFFgpGCih9FREbx8JMv8eeH7uS5x37FVTu2ctmNd3lt/ZNTUWVFOTlrV7J+1TLWLV9CztoVVFdVAdAqvS0Dh4+h95lD6NVvILHxiQGuVkRETnXBFlgUUCSYKaj4WWR0DL/762u8+tf/Zcobf2fV0gXc9/undITfQyXFh9m46nvWr1jG+lXfs23jWhyOGowxZHfqzujLrqNb73507nE6SS1bB7pcERGRWh0bEAIRWhRQpDlQUAmAyOgYfvY/f6XvwHN4429/5De3juPOhx5jyMiLA11a0CkpOsTaHxazbsVS1q9cxs4tG7HWEtaiBR279eLia26l++n96dKzLzFx8YEuV0REpMH8FVoUTqS5UVAJoKGjL6Frz77844lf8/c/PsTieTO58f6HaZXWNtClBYzT6WTrhjWsWDyflUvmk7NuFdbpJCIyii49+3LVbQ/Qvc8AOnXvrUHwIiJy0lGYEPkvBZUAa90mg8f+8Q7TJ77B1Ldf4odF8xhzxY2Mu3ECsXEJgS7Pbw7uL2DOpx8w59MP2L83zzX4vVsvLr/pbnoPOJtO3XsS1iI80GWKiIiIiJ8oqASB0LAwLrvxLoaOvpQprz/Pp5PeZM4n7zPuxrsYPe4aIqNjAl2iT1hrWfP9d3w1bSLLvp2Dw1FD7wGDuebOX3D6WUOJT0wKdIkiIiIiEiAKKkGkZWo69z76JBddfSsTX/kb7730NNPeeYURl47n/Muvp2VqeqBL9ApHTQ0LZn3Gx++9Ru72zcQlJHLhVTcxcuzVpGVkB7o8EREREQkCCipBKLtTVx55+hU2rVnOZ1Pe5pNJb/Lp5LcYOPx8LrzqZjr16I0xJtBlNlh1VRXzPp/K9PdepyA/l6wOXbjv0acYeO4YjTcRERERkR9RUAliXXr2pUvPvhTk5/LFh+8y59MPWDh7Bu0692DUuKs5e+TFzaJbmNPhYP5Xn/D+G39n3548OvU4nVt+/jvOGHxuswxcIiIiIuJ7xlob6Bq8qnfffvbTOQsDXYZPlJWWMH/mdGZ9PJmdWzYSFR3D2aMv5dyLLqdD155B96PfWsuy+bOZ9Prz5G7LoX2XHlx716/oPWBI0NUqEiyykyO/t9b2D3Qd/tSrTz87fc6CQJchItJgHVKiTrnPbH9Si0ozEh0Ty/mXXcfocdeSs24ls6ZNYt6MqXw1bSKpbbMYdO4YBo24kOyOXQMaBKy1rF2+mImvPMvmdStJz2zHLx5/jrPOGU1ISEjA6hIRERGR5kNBpRkyxtDltD50Oa0PN/3styz9ZhYLZ89g+sQ3mPbuq6RntqP/kPPoM3AY3U7vR1hYC7/U5aipYcn8WXw66S02r1tJSus07nr4/zhnzDhCw/SnJiIiIiKeC8ivR2NMMjAZaAdsB8Zbaw/WsW08sA6YZq293181NhexcQmce9EVnHvRFRQdPMDib2ayeN5MPv/wHT6Z9CYxcQmcMXg4fQcOo2e/gSQkpXi9hv1785k740NmT5/Cwf0FpLbN4rZf/oFzL7pSg+RFREREpFECdZj7EWC2tfZJY8wj7ssP17HtE8A3fqusGYtPSmbU2GsYNfYaKspKWb1sEUvnz+L7hXOZ/+XHALTJak+33v3pdno/OnXvTWqbjAYvpFhRXsb6lctYtWQBq5YtJHdbDgB9zhrKHQ8+xhmDziEkNNTr+yciIiIip45ABZWxwHD3+beBedQSVIwx/YBU4AtAA5UaIDI6hgHDRjJg2EgcNTVs2biG9SuWsmHlMhbP+5I5n74PgAkJoXV6BumZ7UjPyCY2PpEW4RGER4TTIjwCY0I4VLiPwoJ8Cgv2sL9gD3tyt1NTXU2L8Ai6n96P4ReMY8CwUaS1zQrwXouIiIjIySJQQSXVWpvvPr8HVxj5EWNMCPAMcAMwsr4HM8ZMACYAtM3I9G6lJ4HQsLCjY1rGXn8nTqeTXVtz2LF5A/m528nf5TqtX7mMyvKyWh8jISmFlNZppGdkc8agc+jVfxDdevcjPCLSz3sjIoFkjBkDPA+EAq9ba5887vYI4N9AP6AQuNpau93fdYqISPPns6BijJkFpNVy06PHXrDWWmNMbXMk3wvMsNbmnmgGK2vtq8Cr4JqeuHEVnzpCQkLI7tSV7E5df3Kb0+GgurqK6qpKqqoqcTocJCS1pEV4w7qHicjJxxgTCvwTGAXkAkuNMdOtteuO2ex24KC1tpMx5hrgKeBq/1crIiLNnc+CirW2zlYQY8xeY0y6tTbfGJMOFNSy2SBgqDHmXiAWCDfGlFhrH/FRyQKEhIYSERpFRGRUoEsRkeBzJrDZWrsVwBgzCVdX3mODyljgMff5D4AXjDHGnmyLdomIiM8FalGL6cDN7vM3Ax8fv4G19nprbZa1th3wEPBvhRQRkYBqC+w65nKu+7pat7HW1gCHgZ9MN2iMmWCMWWaMWXagcJ+PyhURkeYsUEHlSWCUMSYH1/iTJwGMMf2NMa8HqCYREfETa+2r1tr+1tr+ySmtAl2OiIgEoYAMprfWFgIjarl+GXBHLdf/C/iXzwsTEZH67AaOnbEkw31dbdvkGmPCgARcg+pFREQaJFAtKiIi0vwsBTobY9obY8KBa3B15T3WsV17rwTmaHyKiIg0RqCmJxYRkWbGWltjjLkf+BLX9MRvWmvXGmMeB5ZZa6cDbwDvGGM2AwdwhRkREZEGU1ARERGPWWtnADOOu+5/jjlfAVzl77pEROTko65fIiIiIiISdBRUREREREQk6CioiIiIiIhI0FFQERERERGRoKOgIiIiIiIiQUdBRUREREREgo6CioiIiIiIBB0FFRERERERCToKKiIiIiIiEnQUVEREREREJOgoqIiIiIiISNBRUBERERERkaCjoCIiIiIiIkFHQUVERERERIKOgoqIiIiIiAQdBRUREREREQk6CioiIiIiIhJ0FFRERERERCToKKiIiIiIiEjQUVAREREREZGgo6AiIiIiIiJBR0FFRERERESCjoKKiIiIiIgEHQUVEREREREJOgoqIiIiIiISdBRUREREREQk6CioiIiIiIhI0FFQERERERGRoKOgIiIiIiIiQUdBRUREREREgo6CioiIiIiIBB0FFRERERERCToKKiIiIiIiEnQUVEREREREJOgoqIiIiIiISNBRUBERERERkaATFugCvC081JCVFBHoMkREREREpAnUoiIiIiIiIkFHQUVERERERIKOgoqIiIiIiAQdBRUREREREQk6CioiIiIiIhJ0AhJUjDHJxpivjDE57n+T6tjOYYxZ4T5N93edIiIiIiISGIFqUXkEmG2t7QzMdl+uTbm1to/7dKn/yhMRERERkUAKVFAZC7ztPv82MC5AdYiIiIiISBAKVFBJtdbmu8/vAVLr2C7SGLPMGPOdMUZhRkRERETkFOGzlemNMbOAtFpuevTYC9Zaa4yxdTxMtrV2tzGmAzDHGLPaWrullueaAExwXywxxmxsSu0n0BLY78PH9yXV7n/NtW5Q7YHSNdAF+NualT/s75AStSMAT92c/04aS/t8atA++092AJ7zlGGsrSsj+PBJXUFiuLU23xiTDsyz1tb75WyM+RfwqbX2A3/UWE8dy6y1/QNZQ2Opdv9rrnWDag+U5lx7c3Mqvtba51OD9llOFoHq+jUduNl9/mbg4+M3MMYkGWMi3OdbAkOAdX6rUEREREREAiZQQeVJYJQxJgcY6b6MMaa/MeZ19zbdgWXGmJXAXOBJa62CioiIiIjIKcBnY1TqY60tBEbUcv0y4A73+YVALz+X5olXA11AE6h2/2uudYNqD5TmXHtzcyq+1trnU4P2WU4KARmjIiIiIiIiUp9Adf0SERERERGpk4LKCRhjnjbGbDDGrDLGfGSMSaxn21BjzHJjzKf+rLEuntRujMk0xsw1xqwzxqw1xvw8ELUeV5NHr7kxZowxZqMxZrMx5hF/11kbY8xV7tfRaYypc/YRY8wv3dutMcZMNMZE+rPOOmrytPZEY8wH7v+j9caYQf6ss46aPKrdvW2wvU9PWHswvk+bI2NMsjHmK2NMjvvfpHq2jTfG5BpjXvBnjd7myT4bY7KNMT8YY1a4/77uDkSt3uLhPvcxxixy7+8qY8zVgajVWzz92zbGfGGMORQsn38NdaLvfWNMhDFmsvv2xcaYdv6vUrxJQeXEvgJ6Wmt7A5uA39az7c+B9X6pyjOe1F4DPGit7QEMBO4zxvTwY421OWHdxphQ4J/ABUAP4NogqBtgDXA58E1dGxhj2gI/A/pba3sCocA1/imvXies3e154AtrbTfgdILjb97T2iH43qee1B6M79Pm6BFgtrW2MzDbfbkuT+DZ31Ow82Sf84FB1to+wFnAI8aYNn6s0ds82ecy4CZr7WnAGOC5+g5ENgOe/m0/Ddzot6q8yMPv/duBg9baTsCzwFP+rVK8TUHlBKy1M621Ne6L3wEZtW1njMkALgJer+32QPCkdmttvrX2B/f5Ylw/4Nr6r8qf8vA1PxPYbK3daq2tAiYBY/1VY12steuttZ4sOBoGRBljwoBoIM+3lZ2YJ7UbYxKAYcAb7vtUWWsP+aO++nj6ugfp+/SEtQfj+7SZGgu87T7/NjCuto2MMf2AVGCmn+rypRPus/t9XOm+GEHz/23gyT5vstbmuM/nAQVAK79V6H0e/W1ba2cDxf4qyss8+d4/9nX4ABhhjDF+rFG8rLl/GPnbbcDnddz2HPAbwOm/chqkvtoBcDeR9gUW+6EeT9VVd1tg1zGXc2kmP9ystbuBvwI7cR3JPGytbS4/iNoD+4C33N2nXjfGxAS6qAYI9vfpCQXp+7S5SLXW5rvP78EVRn7EGBMCPAM85M/CfOiE+wxHuxeuwvW5+pT7x3tz5dE+H2GMORMIB7b4ujAfatA+N1OefO8f3cZ9wPMwkOKX6sQnAjI9cbAxxswC0mq56VFr7cfubR7F1f3ivVrufzFQYK393hgz3Je11vLcTar9mMeJBT4EfmGtLfJFrcc9n1fqDgRPaj/B/ZNwHfVpDxwC3jfG3GCtfde7ldb63E2qHddnxhnAA9baxcaY53F1MfiDF8uslRde96B+n3r4OH59nzZH9b3Wx16w1lpjTG3TXt4LzLDW5jaXA7Fe2GestbuA3u4uX9OMMR9Ya/d6v1rv8MY+ux8nHXgHuNlaG9QHMLy1zyLNiYIKYK0dWd/txphbgIuBEbb2+ZyHAJcaYy4EIoF4Y8y71tobvF7scbxQO8aYFrh+/LxnrZ3q9SJr4YW6dwOZx1zOcF/ncyeq3QMjgW3W2n0AxpipwGDA50HFC7XnArnW2iNH8z+g/n7+XuOF2oP2feqJQLxPm6P6XmtjzF5jTLq1Nt/9A7Wgls0GAUONMfcCsUC4MabEWhsUE3bUxgv7fOxj5Rlj1gBDcb2/g5I39tkYEw98huuAwXc+KtVrvPn/3Ex58r1/ZJtcd9fqBKDQP+WJL6jr1wkYY8bg6ipyqbW2rLZtrLW/tdZmWGvb4RoUPccfP35OxJPa3X033wDWW2v/5s/66uJJ3cBSoLMxpr0xJhzX6z7dXzU20U5goDEm2v36jyC4BnfXyVq7B9hljOnqvmoEsC6AJXksWN+nngjG92kzNR242X3+ZuAnrVnW2uuttVnuv5OHgH8Hc0jxwAn32RiTYYyJcp9PAs4GPBlrF6w82edw4CNc/79BG8ga4IT7fBLw5Hv/2NfhSlyf82pdas6stTrVcwI24+rvuMJ9etl9fRtc3QOO33448Gmg6/a0dlxfSBZYdcx2FwZ73e7LF+KaFWwLriNiwfCaX4ar1aES2At8WUftfwQ24Jrx6R0gohnV3gdY5v6bmQYkNZfaj9k+mN6nJ6w9GN+nzfGEq6/6bCAHmAUku6/vD7xey/a3AC8Eum5f7zMwyv23tdL974RA1+2Hfb4BqD7m/bQC6BPo2n25z+7L83GNMyx3f+6cH+jaG7ifP/neBx7HdWATXK3l7+P6HbEE6BDomnVq2kkr04uIiIiISNBR1y8REREREQk6CioiIiIiIhJ0FFRERERERCToKKiIiIiIiEjQUVAREREREZGgo6AiUgdjTDv3wme13dbSGFNtjLnb33WJiMhP1fWZbYyZZ4zZaIxZaYxZaozpE4j6RKThFFREGucq4Dvg2kAXIiIiJ3S9tfZ04EXg6UAXIyKeUVARqV+YMeY9Y8x6Y8wHxpho9/XXAg8CbY0xGQGsT0RE/quuz+wjFgFtA1GYiDScgopI/boCL1pruwNFwL3GmEwg3Vq7BJgCXB3IAkVE5KiffGYfd/sYYJrfqxKRRgkLdAEiQW6XtXaB+/y7wM/c56e4/50EvAk84+/CRETkJ+r6zH7PGBMOxAIaoyLSTKhFRaR+tpbL1wK3GGO2A9OB3saYzv4uTEREfqK2z2yA64EOwNvAP/xakYg0moKKSP2yjDGD3OevwzWAPtZa29Za285a2w74f2hQvYhIMDj+M/vbIzdYay3wB2CgMaZbIIoTkYZRUBGp30bgPmPMeiAJiAQ+Om6bD1FQEREJBsd/Zr907I3W2nJcXXV/HYDaRKSBjOsAg4iIiIiISPBQi4qIiIiIiAQdBRUREREREQk6CioiIiIiIhJ0FFRERERERCToKKiIiIiIiEjQUVAREREREZGgo6AiIiIiIiJBR0FFRERERESCzv8HlK6wK7lD2O8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(nrows=1, ncols=2, figsize=(12, 6))\n",
    "fig.suptitle(\"Cross-sections of the Posterior Distribution\", fontsize=16)\n",
    "sns.kdeplot(hmc_empirical[:, 1], hmc_empirical[:, 2], ax=axs[0], shade=True, label=\"HMC\")\n",
    "sns.kdeplot(svi_mvn_empirical[:, 1], svi_mvn_empirical[:, 2], ax=axs[0], label=\"SVI (Multivariate Normal)\")\n",
    "axs[0].set(xlabel=\"bA\", ylabel=\"bR\", xlim=(-2.5, -1.2), ylim=(-0.5, 0.1))\n",
    "sns.kdeplot(hmc_empirical[:, 2], hmc_empirical[:, 3], ax=axs[1], shade=True, label=\"HMC\")\n",
    "sns.kdeplot(svi_mvn_empirical[:, 2], svi_mvn_empirical[:, 3], ax=axs[1], label=\"SVI (Multivariate Normal)\")\n",
    "axs[1].set(xlabel=\"bR\", ylabel=\"bAR\", xlim=(-0.45, 0.05), ylim=(-0.15, 0.8))\n",
    "handles, labels = axs[1].get_legend_handles_labels()\n",
    "fig.legend(handles, labels, loc='upper right')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "[1] Hoffman, Matthew D., and Andrew Gelman. \"The No-U-turn sampler: adaptively setting path lengths in Hamiltonian Monte Carlo.\" Journal of Machine Learning Research 15.1 (2014): 1593-1623.  https://arxiv.org/abs/1111.4246."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
